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eval_model_1.txt

@@ -1,72 +1,104 @@
 classname: plane
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.4665902627034706
+ap:  0.6790650064405548
 classname: baseball-diamond
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 209
-ap:  0.00659820233856745
+ap:  0.0032085561497326204
 classname: bridge
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 424
 ap:  0.045454545454545456
 classname: ground-track-field
-ap:  0.0
+No detections found.
+ap:  0
 classname: small-vehicle
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.08025311534104819
+ap:  0.16649683419308445
 classname: large-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.2231795760086546
+ap:  0.5312855705238726
 classname: ship
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.257441666558319
+ap:  0.3853211625465733
 classname: tennis-court
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 739
-ap:  0.43848371452014656
+ap:  0.14466199261445228
 classname: basketball-court
-check fp: [1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1.]
-check tp [0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0.]
-npos num: 124
-ap:  0.025974025974025972
+No detections found.
+ap:  0
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.5405349675922622
+ap:  0.5649794930502272
 classname: soccer-ball-field
-check fp: [1. 1.]
-check tp [0. 0.]
-npos num: 87
-ap:  0.0
+No detections found.
+ap:  0
 classname: roundabout
-ap:  0.0
+check tp [1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0.
+ 0. 1. 0. 1. 0. 1. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 1.
+ 1. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 0. 0. 0. 1. 1. 0. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0.]
+npos num: 164
+ap:  0.23369532345934374
 classname: harbor
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.008458019527551156
+ap:  0.08775963275135461
 classname: swimming-pool
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.18046351255973775
+ap:  0.23867208466058978
 classname: helicopter
-ap:  0.0
-map: 0.15156210723855526
-classaps:  [46.65902627  0.65982023  4.54545455  0.          8.02531153 22.3179576
- 25.74416666 43.84837145  2.5974026  54.05349676  0.          0.
-  0.84580195 18.04635126  0.        ]
+No detections found.
+ap:  0
+map: 0.20537334678962207
+classaps:  [67.90650064  0.32085561  4.54545455  0.         16.64968342 53.12855705
+ 38.53211625 14.46619926  0.         56.49794931  0.         23.36953235
+  8.77596328 23.86720847  0.        ]

eval_model_10.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8792015462570133
+ap:  0.8816896071329108
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.36278471744605434
+ap:  0.4758668960196173
 classname: bridge
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.24659262648732871
+ap:  0.27935444154189604
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.349409281654013
+ap:  0.466153163976713
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2544372085701707
+ap:  0.25290926846984324
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6133830257329974
+ap:  0.6230676208190645
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.7656234228933572
+ap:  0.7999221216480618
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9080118694362019
+ap:  0.9069236120168689
 classname: basketball-court
-check fp: [1. 1. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.3367239111791263
+ap:  0.5025703887948786
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7545754495832538
+ap:  0.7640228191175378
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.37366227455592277
+ap:  0.4876562060722114
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.47711432727866476
+ap:  0.4391780619257252
 classname: harbor
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.4299870720695789
+ap:  0.40213740997524006
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.46418095612642685
+ap:  0.503339895500521
 classname: helicopter
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.12381699472474009
-map: 0.48930031226632337
-classaps:  [87.92015463 36.27847174 24.65926265 34.94092817 25.44372086 61.33830257
- 76.56234229 90.80118694 33.67239112 75.45754496 37.36622746 47.71143273
- 42.99870721 46.41809561 12.38169947]
+ap:  0.07760365968290489
+map: 0.5241596781795996
+classaps:  [88.16896071 47.5866896  27.93544415 46.6153164  25.29092685 62.30676208
+ 79.99221216 90.6923612  50.25703888 76.40228191 48.76562061 43.91780619
+ 40.213741   50.33398955  7.76036597]

eval_model_11.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8824484128115864
+ap:  0.8681774760815635
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.4822987865619786
+ap:  0.37535528939749196
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.20879354247692988
+ap:  0.2407236612417314
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.39625395288361337
+ap:  0.33948297952129913
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2625982587655272
+ap:  0.20497644368659806
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.5729705517726863
+ap:  0.641627834456598
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.7972664120752085
+ap:  0.8071117301766229
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9035477836517674
+ap:  0.9064175749673479
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.4411637433622198
+ap:  0.5215409994905985
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7389908769245218
+ap:  0.747603669226822
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.39791359686406397
+ap:  0.45347785281253633
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5295323799250898
+ap:  0.46209558231636944
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.4108608892436744
+ap:  0.3980914212675692
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.4880456742351087
+ap:  0.4774715336874215
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.07560057914380808
-map: 0.505885696046519
-classaps:  [88.24484128 48.22987866 20.87935425 39.62539529 26.25982588 57.29705518
- 79.72664121 90.35477837 44.11637434 73.89908769 39.79135969 52.95323799
- 41.08608892 48.80456742  7.56005791]
+ap:  0.09185745604987956
+map: 0.5024007669586966
+classaps:  [86.81774761 37.53552894 24.07236612 33.94829795 20.49764437 64.16278345
+ 80.71117302 90.6417575  52.15409995 74.76036692 45.34778528 46.20955823
+ 39.80914213 47.74715337  9.1857456 ]

eval_model_12.txt

@@ -1,151 +1,95 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8830336810944552
+ap:  0.7888222997928339
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1.
+ 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
+ 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 1. 1. 1. 0. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 0.
+ 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 1. 1. 1. 0. 1. 1.
+ 1. 0. 0. 0. 1. 1. 0. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0.
+ 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 0. 1. 0. 0. 1. 1. 0. 1. 1. 0. 0. 1. 0. 0.
+ 0. 0. 0. 0. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 209
-ap:  0.4814371680694724
+ap:  0.5720853982432027
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.2270384039643386
+ap:  0.22857348376086042
 classname: ground-track-field
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.3335304920866418
+ap:  0.5003784630253751
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.25760080797134416
+ap:  0.274112464487304
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6471017866826514
+ap:  0.6763564077231805
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.7989752492834219
+ap:  0.8248425815413222
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9064794000707047
+ap:  0.9064035050443306
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5360866401919588
+ap:  0.5341015445526582
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7395323768269353
+ap:  0.7571495521038591
 classname: soccer-ball-field
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 1. 0. 0. 0. 0. 1. 1. 0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 1.
- 0. 0. 1. 1. 0. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 0. 0. 0. 1. 0. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 0. 0.
- 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1.
- 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 0. 1. 0. 0. 0. 1. 0.
- 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 1. 1. 0. 0. 1. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 1.
- 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 87
-ap:  0.4981234950459874
+ap:  0.3203090700943857
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.4882212073926325
+ap:  0.5044073970037022
 classname: harbor
-check fp: [0. 0. 1. ... 1. 1. 1.]
 check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.4150286204925281
+ap:  0.4293999843502267
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.4971751053223152
+ap:  0.5332791390554298
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.03586644523012713
-map: 0.5163487253150342
-classaps:  [88.30336811 48.14371681 22.7038404  33.35304921 25.7600808  64.71017867
- 79.89752493 90.64794001 53.60866402 73.95323768 49.8123495  48.82212074
- 41.50286205 49.71751053  3.58664452]
+ap:  0.165046273169041
+map: 0.5343511709298475
+classaps:  [78.88222998 57.20853982 22.85734838 50.0378463  27.41124645 67.63564077
+ 82.48425815 90.6403505  53.41015446 75.71495521 32.03090701 50.4407397
+ 42.93999844 53.32791391 16.50462732]

eval_model_13.txt

@@ -1,145 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8885664515190901
+ap:  0.8824876318576517
 classname: baseball-diamond
-check fp: [0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0. 1. 0. 1. 0. 1. 1. 0. 1. 1. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 1. 1. 1. 0. 0. 0. 0. 0.
- 0. 1. 0. 1. 0. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 0. 0. 1. 0. 0. 0. 1. 1. 0.
- 0. 1. 0. 0. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 0. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 0. 1. 0. 0. 1. 1. 0. 1. 1. 0. 0. 1. 1. 1. 1. 0. 1. 0.
- 1. 0. 1. 1. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0. 1. 1.
- 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1.
- 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.
- 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 1. 0. 1. 0. 1. 0. 0. 1. 0. 0. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 0. 0. 0. 1. 1. 1. 1. 1.
- 1. 0. 1. 0. 1. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 1. 0. 1. 1. 1. 0. 0. 1.
- 1. 0. 1. 1. 1. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 1. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 1. 0. 1. 1. 0. 0. 1. 0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 1.
- 0. 1. 0. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0.
- 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0.
- 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1.
- 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.48426291498580654
+ap:  0.46110349859994315
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.24137601085807855
+ap:  0.2611376921450706
 classname: ground-track-field
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.3238089135689236
+ap:  0.46574834281538713
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2635504044757326
+ap:  0.24660861939243203
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.5968003027899955
+ap:  0.6988763855100603
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8020325442425424
+ap:  0.8359688811107999
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9056757281503348
+ap:  0.9068020575696661
 classname: basketball-court
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5093035205476236
+ap:  0.5573486444007885
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7643760266707182
+ap:  0.7747001378384497
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.46789656218581027
+ap:  0.5007375483155052
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5473721844219639
+ap:  0.5405010520248488
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.428181108202506
+ap:  0.5061527593260424
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.4966290975843408
+ap:  0.4654214438470306
 classname: helicopter
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.10224838285675097
-map: 0.5214720102040146
-classaps:  [88.85664515 48.4262915  24.13760109 32.38089136 26.35504045 59.68003028
- 80.20325442 90.56757282 50.93035205 76.43760267 46.78965622 54.73721844
- 42.81811082 49.66290976 10.22483829]
+ap:  0.16326391709737564
+map: 0.5511239074567368
+classaps:  [88.24876319 46.11034986 26.11376921 46.57483428 24.66086194 69.88763855
+ 83.59688811 90.68020576 55.73486444 77.47001378 50.07375483 54.0501052
+ 50.61527593 46.54214438 16.32639171]

eval_model_14.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8912846567971145
+ap:  0.8848417143580874
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 209
-ap:  0.5389553462151676
+ap:  0.5026510824682086
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.2799643089711389
+ap:  0.2707342389585374
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.4421190343827553
+ap:  0.41533159618778615
 classname: small-vehicle
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.21109615610579038
+ap:  0.2651257182812623
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6157051822968819
+ap:  0.6602971492931241
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8125867201460734
+ap:  0.8145116767644639
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9067909314417891
+ap:  0.9070742283293992
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5660080048827439
+ap:  0.5637078864520251
 classname: storage-tank
-check fp: [0. 0. 0. ... 0. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8011641294690763
+ap:  0.7587218711466335
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5058652028602554
+ap:  0.5428198609114916
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5501146104406507
+ap:  0.48491634989149396
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.4893491108679414
+ap:  0.49042420458925184
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.4964072974105525
+ap:  0.5028888884628961
 classname: helicopter
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.14456906813865142
-map: 0.5501319840284389
-classaps:  [89.12846568 53.89553462 27.9964309  44.21190344 21.10961561 61.57051823
- 81.25867201 90.67909314 56.60080049 80.11641295 50.58652029 55.01146104
- 48.93491109 49.64072974 14.45690681]
+ap:  0.08175543116762204
+map: 0.5430534598174855
+classaps:  [88.48417144 50.26510825 27.0734239  41.53315962 26.51257183 66.02971493
+ 81.45116768 90.70742283 56.37078865 75.87218711 54.28198609 48.49163499
+ 49.04242046 50.28888885  8.17554312]

eval_model_15.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8840666413279539
+ap:  0.8847750307712067
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.5674427667893331
+ap:  0.566176372032041
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
 check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.2711280577157585
+ap:  0.2691027847538967
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.4515015486426677
+ap:  0.48435548376839155
 classname: small-vehicle
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.24203177616062332
+ap:  0.28564223408228856
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6328048788491399
+ap:  0.6532659996569812
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.827858639583237
+ap:  0.8200027953392116
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9067020570670208
+ap:  0.9073384750442254
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5192123288897482
+ap:  0.5892806904608635
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7591013771336601
+ap:  0.7700917909259876
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.44968035977093473
+ap:  0.46737487933482125
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5470828337308583
+ap:  0.5766555469005764
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.48200888068085396
+ap:  0.5108817332030955
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.494812859506652
+ap:  0.5361469308881768
 classname: helicopter
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.1080410040395294
-map: 0.542898400659198
-classaps:  [88.40666413 56.74427668 27.11280577 45.15015486 24.20317762 63.28048788
- 82.78586396 90.67020571 51.92123289 75.91013771 44.96803598 54.70828337
- 48.20088807 49.48128595 10.8041004 ]
+ap:  0.21187840422913637
+map: 0.5688646100927265
+classaps:  [88.47750308 56.6176372  26.91027848 48.43554838 28.56422341 65.32659997
+ 82.00027953 90.7338475  58.92806905 77.00917909 46.73748793 57.66555469
+ 51.08817332 53.61469309 21.18784042]

eval_model_16.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8877504504916799
+ap:  0.8871213161718277
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.5919485240542067
+ap:  0.5478358830174483
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.2804758019804004
+ap:  0.2818217536284706
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.3807402736200709
+ap:  0.46697233313506
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.26035296659709334
+ap:  0.22307822892027387
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6810560280174341
+ap:  0.6834997671235837
 classname: ship
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8306185474258224
+ap:  0.8410891345112745
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9081467493930404
+ap:  0.9078823687390898
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5257890795557553
+ap:  0.600149371701096
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8042942358098215
+ap:  0.7701515290528196
 classname: soccer-ball-field
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.4929276747479464
+ap:  0.5560505158204119
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.48719712648746766
+ap:  0.5847859737683119
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.4661304402700669
+ap:  0.5115896110499218
 classname: swimming-pool
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5143012307978206
+ap:  0.5314378428416673
 classname: helicopter
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.24686050172375068
-map: 0.5572393087314919
-classaps:  [88.77504505 59.19485241 28.0475802  38.07402736 26.03529666 68.1056028
- 83.06185474 90.81467494 52.57890796 80.42942358 49.29276747 48.71971265
- 46.61304403 51.43012308 24.68605017]
+ap:  0.2586050303443659
+map: 0.5768047106550416
+classaps:  [88.71213162 54.7835883  28.18217536 46.69723331 22.30782289 68.34997671
+ 84.10891345 90.78823687 60.01493717 77.01515291 55.60505158 58.47859738
+ 51.1589611  53.14378428 25.86050303]

eval_model_17.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8697768624756533
+ap:  0.8865412765641313
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.5586308542991285
+ap:  0.561545112840437
 classname: bridge
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.29315284648739975
+ap:  0.27783410689230503
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.37500922422453004
+ap:  0.5230721153768578
 classname: small-vehicle
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.23649050231684876
+ap:  0.26243707981570696
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.412990534754886
+ap:  0.7204995162859311
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8374522899343894
+ap:  0.7591792699832849
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.906967485069675
+ap:  0.9068224944940624
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.4059341783274485
+ap:  0.5957642324259615
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7948804997340636
+ap:  0.7829858448990104
 classname: soccer-ball-field
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 87
-ap:  0.277469012304507
+ap:  0.5711891885226308
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5277091865111163
+ap:  0.5160590569670196
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5191853959332547
+ap:  0.5028265711955872
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5254845982675881
+ap:  0.5417573176055026
 classname: helicopter
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.1602196171235497
-map: 0.5134235391842691
-classaps:  [86.97768625 55.86308543 29.31528465 37.50092242 23.64905023 41.29905348
- 83.74522899 90.69674851 40.59341783 79.48804997 27.74690123 52.77091865
- 51.91853959 52.54845983 16.02196171]
+ap:  0.2074144227076109
+map: 0.574395173771736
+classaps:  [88.65412766 56.15451128 27.78341069 52.30721154 26.24370798 72.04995163
+ 75.917927   90.68224945 59.57642324 78.29858449 57.11891885 51.6059057
+ 50.28265712 54.17573176 20.74144227]

eval_model_18.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.886358879409479
+ap:  0.890362123171452
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6656344346943065
+ap:  0.5971164299081286
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.32348780756785395
+ap:  0.294830164493534
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5391873408341757
+ap:  0.5467397924004023
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2539857977365276
+ap:  0.2562650273770346
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6684793715057035
+ap:  0.6891763853641412
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8434784000822043
+ap:  0.8430579966530299
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9081481481481484
+ap:  0.9086850649350651
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5154181447305428
+ap:  0.6274476744053303
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8019506926923132
+ap:  0.7973258964530544
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 87
-ap:  0.47584060159103586
+ap:  0.37928098648789405
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.4626693333289498
+ap:  0.5643085903846431
 classname: harbor
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5156736043909548
+ap:  0.5656078556296887
 classname: swimming-pool
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.4801383473604311
+ap:  0.5580687270698477
 classname: helicopter
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.21434504741061267
-map: 0.5703197300988825
-classaps:  [88.63588794 66.56344347 32.34878076 53.91873408 25.39857977 66.84793715
- 84.34784001 90.81481481 51.54181447 80.19506927 47.58406016 46.26693333
- 51.56736044 48.01383474 21.43450474]
+ap:  0.240588583763076
+map: 0.5839240865664215
+classaps:  [89.03621232 59.71164299 29.48301645 54.67397924 25.62650274 68.91763854
+ 84.30579967 90.86850649 62.74476744 79.73258965 37.92809865 56.43085904
+ 56.56078556 55.80687271 24.05885838]

eval_model_19.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8907937677616813
+ap:  0.886900947728757
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.5261775586451485
+ap:  0.4900550355848111
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
 check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.28450515588965014
+ap:  0.31712957013226684
 classname: ground-track-field
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.4974509091431542
+ap:  0.47803423559328667
 classname: small-vehicle
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.24718593874149777
+ap:  0.2792488154978306
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6622082338226474
+ap:  0.6744735596300578
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8510596325985843
+ap:  0.8529554612927573
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9085505875996219
+ap:  0.9082828282828285
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5504791478529718
+ap:  0.551615208110074
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8061689828880279
+ap:  0.7745800207609662
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5686997849434184
+ap:  0.5745009189264982
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5396446241884975
+ap:  0.5267263806136857
 classname: harbor
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.48701257706987183
+ap:  0.541264034862499
 classname: swimming-pool
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5425060399612367
+ap:  0.531371481699194
 classname: helicopter
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.22864701649573393
-map: 0.5727393305067829
-classaps:  [89.07937678 52.61775586 28.45051559 49.74509091 24.71859387 66.22082338
- 85.10596326 90.85505876 55.04791479 80.61689829 56.86997849 53.96446242
- 48.70125771 54.250604   22.86470165]
+ap:  0.2511291462973926
+map: 0.5758845096675269
+classaps:  [88.69009477 49.00550356 31.71295701 47.80342356 27.92488155 67.44735596
+ 85.29554613 90.82828283 55.16152081 77.45800208 57.45009189 52.67263806
+ 54.12640349 53.13714817 25.11291463]

eval_model_2.txt

@@ -1,151 +1,78 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.7126798527838392
+ap:  0.45699221493283015
 classname: baseball-diamond
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 209
-ap:  0.02889370991408468
+ap:  0.016423850544056314
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.10935952075738364
+ap:  0.1160616100681115
 classname: ground-track-field
-check fp: [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 0. 1. 1. 1.]
-check tp [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 1. 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.004545454545454546
+ap:  0.09373110260028221
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.1894531335585914
+ap:  0.18840527357161396
 classname: large-vehicle
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.5220949032880413
+ap:  0.5250106426690865
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.599134594805549
+ap:  0.5794541278808867
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.7026391678046038
+ap:  0.7257587519215154
 classname: basketball-court
-check fp: [0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 0. 0. 0.
- 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 0. 1. 1. 0. 0. 0. 0. 0. 1. 1. 1.
- 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 124
-ap:  0.16698639942734433
+ap:  0.0501281773746995
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.5953038401450066
+ap:  0.5367180154873997
 classname: soccer-ball-field
-check fp: [1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.]
-check tp [0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0.]
 npos num: 87
-ap:  0.013986013986013986
+ap:  0.0021645021645021645
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.3514812640457084
+ap:  0.30801784902727714
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.19372306973314474
+ap:  0.17442140983919113
 classname: swimming-pool
-check fp: [1. 0. 0. ... 1. 1. 1.]
 check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.3489179764389364
+ap:  0.2765823541745139
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 72
-ap:  0.001911806990651963
-map: 0.30274071388162355
-classaps:  [71.26798528  2.88937099 10.93595208  0.45454545 18.94531336 52.20949033
- 59.91345948 70.26391678 16.69863994 59.53038401  1.3986014  35.1481264
- 19.37230697 34.89179764  0.1911807 ]
+ap:  0.0011086474501108647
+map: 0.2700652353137384
+classaps:  [45.69922149  1.64238505 11.60616101  9.37311026 18.84052736 52.50106427
+ 57.94541279 72.57587519  5.01281774 53.67180155  0.21645022 30.8017849
+ 17.44214098 27.65823542  0.11086475]

eval_model_20.txt

@@ -1,157 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8896786025510397
+ap:  0.8900027001235532
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6042354033015697
+ap:  0.580890672166199
 classname: bridge
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3027266354546197
+ap:  0.29174646476196375
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.46789311311011283
+ap:  0.5012643359282156
 classname: small-vehicle
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.24312320182861524
+ap:  0.2624420972816045
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6298358595178071
+ap:  0.6837583068770872
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8316421144155846
+ap:  0.8473120896893925
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9077500670421026
+ap:  0.9080229608863972
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.55087512939093
+ap:  0.6225993530050828
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.73992183290279
+ap:  0.7436013433103189
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5420389495631173
+ap:  0.5349367889698341
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.552777070279209
+ap:  0.5089581042548127
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5083014732591091
+ap:  0.5164930865006971
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.48563417025715055
+ap:  0.5599125615561056
 classname: helicopter
-check fp: [0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 1. 1. 1. 1. 0. 1. 0. 1. 1. 0. 1. 0. 0. 0.
- 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 0. 0. 0. 1. 1.
- 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0.
- 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 0. 1. 0. 1. 0. 1. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 1. 0. 1. 1. 1.
- 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 1. 0. 0. 1. 0. 0. 0. 0. 1. 1. 1. 0. 0.
- 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1.
- 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.28747151713160757
-map: 0.5695936760003575
-classaps:  [88.96786026 60.42354033 30.27266355 46.78931131 24.31232018 62.98358595
- 83.16421144 90.7750067  55.08751294 73.99218329 54.20389496 55.27770703
- 50.83014733 48.56341703 28.74715171]
+ap:  0.2894433326695539
+map: 0.5827589465320546
+classaps:  [89.00027001 58.08906722 29.17464648 50.12643359 26.24420973 68.37583069
+ 84.73120897 90.80229609 62.2599353  74.36013433 53.4936789  50.89581043
+ 51.64930865 55.99125616 28.94433327]

eval_model_21.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8887196655243298
+ap:  0.8907354712922044
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6775676031908484
+ap:  0.5842377841181939
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.32286458354258185
+ap:  0.33850448514567577
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.48675992423519365
+ap:  0.5681178590078425
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.27313227330367024
+ap:  0.28274159945973243
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6635412062916912
+ap:  0.6990411193608592
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8438294714910397
+ap:  0.8304629657033049
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9079980276134123
+ap:  0.9081453464811564
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5766185478391526
+ap:  0.5947905809164844
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8033147305756658
+ap:  0.7786372433216577
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5284606860192506
+ap:  0.5539979155433876
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6066878632267306
+ap:  0.5141328175613811
 classname: harbor
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5324287456829646
+ap:  0.5272449472065028
 classname: swimming-pool
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5733649412221316
+ap:  0.5647627767720127
 classname: helicopter
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.1866014087203332
-map: 0.5914593118985997
-classaps:  [88.87196655 67.75676032 32.28645835 48.67599242 27.31322733 66.35412063
- 84.38294715 90.79980276 57.66185478 80.33147306 52.8460686  60.66878632
- 53.24287457 57.33649412 18.66014087]
+ap:  0.35984177325774785
+map: 0.5996929790098762
+classaps:  [89.07354713 58.42377841 33.85044851 56.8117859  28.27415995 69.90411194
+ 83.04629657 90.81453465 59.47905809 77.86372433 55.39979155 51.41328176
+ 52.72449472 56.47627768 35.98417733]

eval_model_22.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8904152737568443
+ap:  0.891235853271159
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6475078189993293
+ap:  0.6543920240471235
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3193953910222681
+ap:  0.3149680165678219
 classname: ground-track-field
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.4884495874814125
+ap:  0.5441082040473992
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2821238957021383
+ap:  0.2535325909241656
 classname: large-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6876496787548675
+ap:  0.6916859249736526
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.850581610591479
+ap:  0.8201510595670971
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9082804268539783
+ap:  0.9082887700534761
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6124452858159427
+ap:  0.5832916006255658
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7814596558688702
+ap:  0.7664896853908446
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5889310414492914
+ap:  0.5236535266080721
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6045793302848594
+ap:  0.5242931586710793
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5110890405737394
+ap:  0.5310008267515325
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5484109114153501
+ap:  0.48302772845582503
 classname: helicopter
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.2790576178509075
-map: 0.6000251044280852
-classaps:  [89.04152738 64.7507819  31.9395391  48.84495875 28.21238957 68.76496788
- 85.05816106 90.82804269 61.24452858 78.14596559 58.89310414 60.45793303
- 51.10890406 54.84109114 27.90576179]
+ap:  0.17842689348838084
+map: 0.5779030575628796
+classaps:  [89.12358533 65.4392024  31.49680166 54.4108204  25.35325909 69.1685925
+ 82.01510596 90.82887701 58.32916006 76.64896854 52.36535266 52.42931587
+ 53.10008268 48.30277285 17.84268935]

eval_model_23.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.892988778707776
+ap:  0.8873357400999711
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.48795276676282157
+ap:  0.5779721318473023
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.27490382668140745
+ap:  0.30496709654445386
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5010352343840393
+ap:  0.5201100145135314
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
 check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.26634959801401714
+ap:  0.28399943742566874
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.704368780048037
+ap:  0.6849967748166788
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8399692846757884
+ap:  0.8529330855511007
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9084155072268001
+ap:  0.9084134941064899
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6267334491219302
+ap:  0.628162269692566
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7615096919793167
+ap:  0.8028544251183489
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6124617627517566
+ap:  0.14313403863081936
 classname: roundabout
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.611148484013977
+ap:  0.5644516378179952
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5993845261185956
+ap:  0.6039604334417217
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5742224713099963
+ap:  0.5690893877272782
 classname: helicopter
-check fp: [1. 1. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.18289227783983353
-map: 0.5896224293090728
-classaps:  [89.29887787 48.79527668 27.49038267 50.10352344 26.6349598  70.436878
- 83.99692847 90.84155072 62.67334491 76.1509692  61.24617628 61.1148484
- 59.93845261 57.42224713 18.28922778]
+ap:  0.36034590729545696
+map: 0.5795150583086255
+classaps:  [88.73357401 57.79721318 30.49670965 52.01100145 28.39994374 68.49967748
+ 85.29330856 90.84134941 62.81622697 80.28544251 14.31340386 56.44516378
+ 60.39604334 56.90893877 36.03459073]

eval_model_24.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8896389684919721
+ap:  0.8933238660646344
 classname: baseball-diamond
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6062374495732378
+ap:  0.6644059453173743
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3262625650547775
+ap:  0.3427560953305571
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.48150955893121256
+ap:  0.554626087721377
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2607189749521343
+ap:  0.2818886356573182
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6773017528084744
+ap:  0.7160724633967348
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8530558160229569
+ap:  0.8515504925139195
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9082922933581793
+ap:  0.9081495427649275
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5973608312591363
+ap:  0.6000902422908708
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7933930181171943
+ap:  0.7806811738353364
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6261606415683965
+ap:  0.5818267469845435
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5815218090102021
+ap:  0.5872579185153805
 classname: harbor
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5689657201898682
+ap:  0.6078458264053784
 classname: swimming-pool
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5380809828844378
+ap:  0.5370630531971412
 classname: helicopter
-check fp: [1. 0. 1. ... 1. 1. 1.]
 check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.2005837057959552
-map: 0.593938939201209
-classaps:  [88.96389685 60.62374496 32.62625651 48.15095589 26.0718975  67.73017528
- 85.3055816  90.82922934 59.73608313 79.33930181 62.61606416 58.1521809
- 56.89657202 53.80809829 20.05837058]
+ap:  0.24968992004405846
+map: 0.6104818673359702
+classaps:  [89.33238661 66.44059453 34.27560953 55.46260877 28.18886357 71.60724634
+ 85.15504925 90.81495428 60.00902423 78.06811738 58.1826747  58.72579185
+ 60.78458264 53.70630532 24.968992  ]

eval_model_25.txt

@@ -1,157 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8926350573175857
+ap:  0.8950142788886889
 classname: baseball-diamond
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 1.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 0. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0.
- 0. 1. 1. 1. 0. 1. 0. 0. 0. 1. 1. 0. 1. 1. 0. 0. 1. 1. 0. 0. 0. 1. 0. 1.
- 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0.
- 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 0. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 0. 0. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 1. 1. 1. 0. 0. 1. 1. 0. 1. 1. 1.
- 1. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 1. 0. 0. 1. 1. 0. 0. 1. 1. 1. 0. 1. 0.
- 1. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1.
- 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6796619758431311
+ap:  0.604136664508008
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3128222229284518
+ap:  0.33741803694824474
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.4839114505176212
+ap:  0.5319993031547522
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
 check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.29658127463919826
+ap:  0.2752902399743578
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6906588689717548
+ap:  0.6659670354399918
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8494211496850376
+ap:  0.844008791068133
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9080213903743317
+ap:  0.9088191330343798
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5919531039275031
+ap:  0.6450055398895498
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7765137512297077
+ap:  0.7603461540601082
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6131667053199289
+ap:  0.5749987668503411
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6078657262441046
+ap:  0.5541016091328861
 classname: harbor
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5974238805252285
+ap:  0.593901129357558
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5599017192159951
+ap:  0.507960233052026
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.21689066727163545
-map: 0.6051619296007476
-classaps:  [89.26350573 67.96619758 31.28222229 48.39114505 29.65812746 69.0658869
- 84.94211497 90.80213904 59.19531039 77.65137512 61.31667053 60.78657262
- 59.74238805 55.99017192 21.68906673]
+ap:  0.39622994630666714
+map: 0.6063464574443794
+classaps:  [89.50142789 60.41366645 33.74180369 53.19993032 27.529024   66.59670354
+ 84.40087911 90.8819133  64.50055399 76.03461541 57.49987669 55.41016091
+ 59.39011294 50.79602331 39.62299463]

eval_model_26.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8853534249070836
+ap:  0.8939395058432146
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6106225345076117
+ap:  0.6528680018847318
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3686080371030672
+ap:  0.34103777468475716
 classname: ground-track-field
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.47871336686686217
+ap:  0.5416670080805708
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2723916327998855
+ap:  0.26441593256664486
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6734287050476746
+ap:  0.6982188898198975
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8539554807365285
+ap:  0.8514938847808579
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9080118694362019
+ap:  0.9086832450061151
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6024104350933619
+ap:  0.6476299975322549
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7690360163756861
+ap:  0.7888741771024906
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5953746456345224
+ap:  0.6213687957560755
 classname: roundabout
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5483511332290557
+ap:  0.33843092230550237
 classname: harbor
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5848314073336665
+ap:  0.6051403158299591
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5516284803661617
+ap:  0.524168562967845
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.20355217139996415
-map: 0.5937512893891557
-classaps:  [88.53534249 61.06225345 36.86080371 47.87133669 27.23916328 67.3428705
- 85.39554807 90.80118694 60.24104351 76.90360164 59.53746456 54.83511332
- 58.48314073 55.16284804 20.35521714]
+ap:  0.30948208079759715
+map: 0.5991612729972342
+classaps:  [89.39395058 65.28680019 34.10377747 54.16670081 26.44159326 69.82188898
+ 85.14938848 90.8683245  64.76299975 78.88741771 62.13687958 33.84309223
+ 60.51403158 52.4168563  30.94820808]

eval_model_27.txt

@@ -1,117 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.889375533717215
+ap:  0.8916957127512096
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6573028892072916
+ap:  0.5132555407627869
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.32639962676619566
+ap:  0.3202277605983213
 classname: ground-track-field
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5258549442578481
+ap:  0.46098290175164647
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
 check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.29432305793220975
+ap:  0.2806984574518151
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6989928093301352
+ap:  0.7201274352986742
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8461941180003436
+ap:  0.8396561099309662
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9082828282828285
+ap:  0.9082804268539783
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.606759117395113
+ap:  0.5833620523256402
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7721574335371575
+ap:  0.8097081138069884
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.570654963631255
+ap:  0.6156338655834741
 classname: roundabout
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 164
-ap:  0.501992047501592
+ap:  0.6220439919999807
 classname: harbor
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5822121340300878
+ap:  0.5491467002461322
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5297033402102365
+ap:  0.5296373842444262
 classname: helicopter
-check fp: [1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 1.
- 1. 0. 1. 1. 0. 0. 1. 1. 0. 0. 0. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.]
-check tp [0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 0.
- 0. 1. 0. 0. 1. 1. 0. 0. 1. 1. 1. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.37134776334776337
-map: 0.6054368404764848
-classaps:  [88.93755337 65.73028892 32.63996268 52.58549443 29.43230579 69.89928093
- 84.6194118  90.82828283 60.67591174 77.21574335 57.06549636 50.19920475
- 58.2212134  52.97033402 37.13477633]
+ap:  0.29457254007315997
+map: 0.59593526624528
+classaps:  [89.16957128 51.32555408 32.02277606 46.09829018 28.06984575 72.01274353
+ 83.96561099 90.82804269 58.33620523 80.97081138 61.56338656 62.2043992
+ 54.91467002 52.96373842 29.45725401]

eval_model_28.txt

@@ -1,79 +1,98 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8914309954011729
+ap:  0.8949738460588684
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6498742624774164
+ap:  0.5777920552312126
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3465014969810513
+ap:  0.3223922144223722
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.527496004605654
+ap:  0.4784085087612398
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.28480812392622434
+ap:  0.30856760637390657
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 1. 0.]
 npos num: 4293
-ap:  0.6875068286208846
+ap:  0.682387698849669
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8547789427811544
+ap:  0.8537015182331208
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.90828758869996
+ap:  0.908548168249661
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5928662455001462
+ap:  0.6679098407649238
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7747007707004608
+ap:  0.7775152112624858
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5607973749608685
+ap:  0.5857133752199744
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6052012824553129
+ap:  0.5244817962086257
 classname: harbor
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5972820399179113
+ap:  0.5848142532935442
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5698952046707211
+ap:  0.5403365401320583
 classname: helicopter
-check fp: [1. 1. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 1. 1. 0. 1.
+ 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 1. 0.
+ 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 0.
+ 1. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.]
 npos num: 72
-ap:  0.266631238144365
-map: 0.6078705599895536
-classaps:  [89.14309954 64.98742625 34.6501497  52.74960046 28.48081239 68.75068286
- 85.47789428 90.82875887 59.28662455 77.47007707 56.0797375  60.52012825
- 59.72820399 56.98952047 26.66312381]
+ap:  0.2719709659771901
+map: 0.5986342399359235
+classaps:  [89.49738461 57.77920552 32.23922144 47.84085088 30.85676064 68.23876988
+ 85.37015182 90.85481682 66.79098408 77.75152113 58.57133752 52.44817962
+ 58.48142533 54.03365401 27.1970966 ]

eval_model_29.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8898551120996886
+ap:  0.8939362536615626
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6804050122756735
+ap:  0.5117576397802477
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.35572464560063866
+ap:  0.3486943193776573
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5458050704098351
+ap:  0.4373122734147557
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2812808429392766
+ap:  0.2932764649779393
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6570365457648963
+ap:  0.6735317217084252
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8495605865290035
+ap:  0.8454906602829344
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9081495427649275
+ap:  0.9084175084175086
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6186812538385943
+ap:  0.6239509808958755
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7638500669771979
+ap:  0.8297031584139967
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5841172823148796
+ap:  0.6758249045944877
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6177711404934444
+ap:  0.612161293888056
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.5807814133279118
+ap:  0.5647989775763519
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5846156979004674
+ap:  0.5691803943539557
 classname: helicopter
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.30001506628406244
-map: 0.6145099519680332
-classaps:  [88.98551121 68.04050123 35.57246456 54.58050704 28.12808429 65.70365458
- 84.95605865 90.81495428 61.86812538 76.3850067  58.41172823 61.77711405
- 58.07814133 58.46156979 30.00150663]
+ap:  0.17274525488282133
+map: 0.5973854537484383
+classaps:  [89.39362537 51.17576398 34.86943194 43.73122734 29.3276465  67.35317217
+ 84.54906603 90.84175084 62.39509809 82.97031584 67.58249046 61.21612939
+ 56.47989776 56.91803944 17.27452549]

eval_model_3.txt

@@ -1,79 +1,88 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.7520936229542604
+ap:  0.7394836320599988
 classname: baseball-diamond
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 209
-ap:  0.14620218493657766
+ap:  0.06196160872930538
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
 check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.12812834224598932
+ap:  0.16374539214056555
 classname: ground-track-field
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.11198730182457343
+ap:  0.02446603770329
 classname: small-vehicle
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.13979759170719555
+ap:  0.20892101095745638
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.501996042859824
+ap:  0.5699915943015448
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.7066899786137516
+ap:  0.6816044905802027
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.837082507040429
+ap:  0.8583880088140897
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.28247871297205907
+ap:  0.2298923836483027
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.5636904746300634
+ap:  0.6682430704829817
 classname: soccer-ball-field
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.1834719528589315
+ap:  0.15487981912905305
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.43137209509433533
+ap:  0.31504368822966433
 classname: harbor
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.20329401347207693
+ap:  0.24182925026736293
 classname: swimming-pool
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.34798744545312404
+ap:  0.31564071461965587
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0.]
 npos num: 72
-ap:  0.003513394817742644
-map: 0.3559857107653956
-classaps:  [75.2093623  14.62021849 12.81283422 11.19873018 13.97975917 50.19960429
- 70.66899786 83.7082507  28.2478713  56.36904746 18.34719529 43.13720951
- 20.32940135 34.79874455  0.35133948]
+ap:  0.004291284611650744
+map: 0.349225465751675
+classaps:  [73.94836321  6.19616087 16.37453921  2.44660377 20.8921011  56.99915943
+ 68.16044906 85.83880088 22.98923836 66.82430705 15.48798191 31.50436882
+ 24.18292503 31.56407146  0.42912846]

eval_model_30.txt

@@ -1,157 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8938537648277959
+ap:  0.8942944285913726
 classname: baseball-diamond
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 1. 0. 1. 1.
- 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 1. 0.
- 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 1. 1. 1. 1. 1. 0.
- 1. 0. 1. 0. 1. 1. 0. 1. 1. 1. 0. 0. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 0. 0.
- 1. 1. 0. 0. 1. 1. 0. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0.
- 0. 0. 1. 0. 0. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 0. 1.
- 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 0. 1. 0. 0.
- 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1.
- 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 0. 0. 0. 0. 0. 1.
- 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 1. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 1. 1.
- 0. 0. 1. 1. 0. 0. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1.
- 1. 1. 0. 1. 1. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 1. 0.
- 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7127565327151945
+ap:  0.6786006721709072
 classname: bridge
-check fp: [0. 0. 0. ... 0. 1. 1.]
-check tp [1. 1. 1. ... 1. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3712303591246805
+ap:  0.34829851301954556
 classname: ground-track-field
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.49238606757983655
+ap:  0.5533333240094317
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.3006070458879211
+ap:  0.30939401292555374
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6387698753168358
+ap:  0.7321661708763617
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8594276060571061
+ap:  0.855257778253233
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 1.]
 npos num: 739
-ap:  0.9084134941064899
+ap:  0.9082707796780611
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6035071061014458
+ap:  0.6461043645186868
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8199577319838417
+ap:  0.7841858304587345
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5273414860523922
+ap:  0.7020824359437997
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5950224118519442
+ap:  0.5715177593649735
 classname: harbor
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6090665851563807
+ap:  0.6149255448478617
 classname: swimming-pool
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5841016753919437
+ap:  0.5384605914969873
 classname: helicopter
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.2708535363003203
-map: 0.6124863518969419
-classaps:  [89.38537648 71.27565327 37.12303591 49.23860676 30.06070459 63.87698753
- 85.94276061 90.84134941 60.35071061 81.9957732  52.73414861 59.50224119
- 60.90665852 58.41016754 27.08535363]
+ap:  0.37766017274834496
+map: 0.6343034919269236
+classaps:  [89.42944286 67.86006722 34.8298513  55.3333324  30.93940129 73.21661709
+ 85.52577783 90.82707797 64.61043645 78.41858305 70.20824359 57.15177594
+ 61.49255448 53.84605915 37.76601727]

eval_model_31.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.89273906802726
+ap:  0.892167008777093
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6369103230650819
+ap:  0.6232419942285371
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3336522357100322
+ap:  0.33086099311627193
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.4749572454589071
+ap:  0.5422131208592438
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.28680715051654476
+ap:  0.26389719505114356
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.7191768669939874
+ap:  0.7088470039936801
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8517236875030751
+ap:  0.8442660075593822
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9085489771033737
+ap:  0.908279220779221
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.5940352961885261
+ap:  0.6242798875432287
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8177789441510367
+ap:  0.8120061251234378
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6134425052072111
+ap:  0.6994875422517619
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5955147926125841
+ap:  0.586850241159834
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6178024778011268
+ap:  0.5976379293027293
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5933529519035206
+ap:  0.559357446399311
 classname: helicopter
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.3846753095260929
-map: 0.6214078554512241
-classaps:  [89.2739068  63.69103231 33.36522357 47.49572455 28.68071505 71.9176867
- 85.17236875 90.85489771 59.40352962 81.77789442 61.34425052 59.55147926
- 61.78024778 59.33529519 38.46753095]
+ap:  0.39869193072318726
+map: 0.6261389097912041
+classaps:  [89.21670088 62.32419942 33.08609931 54.22131209 26.38971951 70.8847004
+ 84.42660076 90.82792208 62.42798875 81.20061251 69.94875423 58.68502412
+ 59.76379293 55.93574464 39.86919307]

eval_model_32.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8926362877323003
+ap:  0.8950529435278545
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6670599908042713
+ap:  0.647539847268085
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.33275716953558737
+ap:  0.37649307964983386
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5356108554845161
+ap:  0.5301801449524128
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
 check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.28018170436293194
+ap:  0.30738447711667394
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.7075216985132586
+ap:  0.7183719975304578
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8490423901311235
+ap:  0.8472944029363959
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9082804268539783
+ap:  0.9081550802139039
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6111874695973961
+ap:  0.6213217033749949
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8023430629046263
+ap:  0.7791873512546681
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5667108423423046
+ap:  0.6229571210786655
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5647612112284266
+ap:  0.6133943435663782
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6029910290744749
+ap:  0.6155537304378452
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5724104358187369
+ap:  0.5504324733945716
 classname: helicopter
-check fp: [1. 0. 0. ... 1. 1. 1.]
 check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.3208286639838172
-map: 0.6142882158911834
-classaps:  [89.26362877 66.70599908 33.27571695 53.56108555 28.01817044 70.75216985
- 84.90423901 90.82804269 61.11874696 80.23430629 56.67108423 56.47612112
- 60.29910291 57.24104358 32.0828664 ]
+ap:  0.29905490254820066
+map: 0.6221582399233961
+classaps:  [89.50529435 64.75398473 37.64930796 53.0180145  30.73844771 71.83719975
+ 84.72944029 90.81550802 62.13217034 77.91873513 62.29571211 61.33943436
+ 61.55537304 55.04324734 29.90549025]

eval_model_33.txt

@@ -1,79 +1,103 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.889133687851173
+ap:  0.8921418712419188
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
+ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
+ 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1.
+ 0. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.
+ 0. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 0. 1. 0. 1.
+ 1. 0. 1. 0. 1. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 1. 1. 1. 1. 0. 0. 0. 1. 1.
+ 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0.
+ 1. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 1. 0. 0. 1. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0.]
 npos num: 209
-ap:  0.6824508426811683
+ap:  0.6598120080593065
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.32680669922930355
+ap:  0.3552238518713536
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5482726681672498
+ap:  0.5632088351569958
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.29579112344496117
+ap:  0.27787542044034275
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.7163817215422187
+ap:  0.7235735047771658
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8575090359392215
+ap:  0.8506693202331336
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9079799604202745
+ap:  0.9086844601002576
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6226140209905926
+ap:  0.6590126551131178
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8078110500114069
+ap:  0.8074949349888437
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5436437248649791
+ap:  0.6332213247556431
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5691149341579026
+ap:  0.5224076405462033
 classname: harbor
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6108555354815856
+ap:  0.6160355831638964
 classname: swimming-pool
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5762534541191546
+ap:  0.5539371207247074
 classname: helicopter
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.3078223085167059
-map: 0.6174960511611932
-classaps:  [88.91336879 68.24508427 32.68066992 54.82726682 29.57911234 71.63817215
- 85.75090359 90.79799604 62.2614021  80.781105   54.36437249 56.91149342
- 61.08555355 57.62534541 30.78223085]
+ap:  0.4158414945342367
+map: 0.6292760017138083
+classaps:  [89.21418712 65.98120081 35.52238519 56.32088352 27.78754204 72.35735048
+ 85.06693202 90.86844601 65.90126551 80.7494935  63.32213248 52.24076405
+ 61.60355832 55.39371207 41.58414945]

eval_model_34.txt

@@ -1,155 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8909449100314415
+ap:  0.8923370101335582
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.724507155636824
+ap:  0.6757396931674284
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.32117142023623024
+ap:  0.38204713895917886
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5527424969821125
+ap:  0.5478249974292864
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2882962638061351
+ap:  0.2782796643661878
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.693957819080143
+ap:  0.7007078583787996
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8556149457534244
+ap:  0.8519161359334251
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9076630912209859
+ap:  0.9081467493930404
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6158459595959596
+ap:  0.6380480566660364
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7795676821438569
+ap:  0.7718695380091054
 classname: soccer-ball-field
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
- 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 1. 0. 0. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0.
- 1. 1. 1. 1. 0. 0. 0. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1.
- 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1.
- 0. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
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- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0.
- 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 1. 0. 1. 1. 1. 0. 1.
- 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1.
- 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 1. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5584754727556585
+ap:  0.6107899328537962
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6341632374273325
+ap:  0.5572958095654729
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 0.]
-check tp [1. 1. 1. ... 0. 0. 1.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6140379081617877
+ap:  0.6032614703413272
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5712737915283163
+ap:  0.5594448267086082
 classname: helicopter
-check fp: [1. 1. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.3091487407941587
-map: 0.6211607263436244
-classaps:  [89.094491   72.45071556 32.11714202 55.2742497  28.82962638 69.39578191
- 85.56149458 90.76630912 61.58459596 77.95676821 55.84754728 63.41632374
- 61.40379082 57.12737915 30.91487408]
+ap:  0.25856016051526515
+map: 0.615751269494701
+classaps:  [89.23370101 67.57396932 38.2047139  54.78249974 27.82796644 70.07078584
+ 85.19161359 90.81467494 63.80480567 77.1869538  61.07899329 55.72958096
+ 60.32614703 55.94448267 25.85601605]

eval_model_35.txt

@@ -1,79 +1,102 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.890664941951923
+ap:  0.8928427362922524
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6891147852506128
+ap:  0.68488357627976
 classname: bridge
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.30900818901143917
+ap:  0.3392485113623002
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5117488980016428
+ap:  0.5357514858107706
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.29903103647363954
+ap:  0.32136643161242584
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6597833668174709
+ap:  0.726178926523839
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8552702918206879
+ap:  0.8563595735343621
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.90785814910444
+ap:  0.9081523196567446
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6063192284766896
+ap:  0.6455621061494389
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.773221849499224
+ap:  0.7788678518444271
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6292146065669516
+ap:  0.6262574130165629
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5893948491406013
+ap:  0.5274953096957837
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.625846962698587
+ap:  0.6256931864325017
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5745768916542768
+ap:  0.5427373219843239
 classname: helicopter
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1.
+ 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 72
-ap:  0.31252730347343544
-map: 0.6155720899961081
-classaps:  [89.0664942  68.91147853 30.9008189  51.1748898  29.90310365 65.97833668
- 85.52702918 90.78581491 60.63192285 77.32218495 62.92146066 58.93948491
- 62.58469627 57.45768917 31.25273035]
+ap:  0.2741672519104112
+map: 0.6190376001403937
+classaps:  [89.28427363 68.48835763 33.92485114 53.57514858 32.13664316 72.61789265
+ 85.63595735 90.81523197 64.55621061 77.88678518 62.6257413  52.74953097
+ 62.56931864 54.2737322  27.41672519]

eval_model_36.txt

@@ -1,155 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8903922969063568
+ap:  0.8921711656673021
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.701063818317204
+ap:  0.7014722575750113
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
 check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3300896132064963
+ap:  0.36881380633916583
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.4853851306877884
+ap:  0.5824886629160511
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
 check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.31402878004767026
+ap:  0.3083918109894035
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.719958339454592
+ap:  0.7361326141366756
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8584206211141345
+ap:  0.8539620016591751
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9082649498402984
+ap:  0.9084194977843428
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6342269227374482
+ap:  0.6600975645646402
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7574762198766671
+ap:  0.7783841981240127
 classname: soccer-ball-field
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1.
- 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 1.
- 0. 0. 1. 0. 0. 1. 0. 1. 1. 0. 0. 1. 0. 1. 1. 1. 0. 0. 1. 0. 0. 1. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 1. 1. 0. 1. 1. 1. 0. 0. 1. 0. 1.
- 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 0.
- 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0.
- 1. 1. 1. 0. 1. 1. 0. 1. 1. 0. 0. 1. 0. 1. 0. 0. 0. 1. 1. 0. 1. 1. 1. 0.
- 1. 0. 0. 0. 1. 0. 0. 0. 0. 1. 1. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 1. 1.
- 0. 0. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0.
- 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.5906324924181899
+ap:  0.6345065255275599
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6023125753046851
+ap:  0.5676240617634467
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.617932989202319
+ap:  0.6186459527121118
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5267690476542319
+ap:  0.5634392186149397
 classname: helicopter
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.4159237349712394
-map: 0.6235251687826214
-classaps:  [89.03922969 70.10638183 33.00896132 48.53851307 31.402878   71.99583395
- 85.84206211 90.82649498 63.42269227 75.74762199 59.06324924 60.23125753
- 61.79329892 52.67690477 41.5923735 ]
+ap:  0.38918616319632865
+map: 0.6375823667713444
+classaps:  [89.21711657 70.14722576 36.88138063 58.24886629 30.8391811  73.61326141
+ 85.39620017 90.84194978 66.00975646 77.83841981 63.45065255 56.76240618
+ 61.86459527 56.34392186 38.91861632]

eval_model_37.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8899038320606177
+ap:  0.8890164916877672
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7071534758367958
+ap:  0.678874949685775
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.32948663384275706
+ap:  0.38297707836542566
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5105529566819027
+ap:  0.5693077346683548
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2924175379566489
+ap:  0.3054746944297673
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6786845331314287
+ap:  0.6639587892301085
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8520231876617614
+ap:  0.8532880426114302
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9080033884492484
+ap:  0.9084155072268001
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6259138674967273
+ap:  0.6540227130057639
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7781405039055018
+ap:  0.7834194353192812
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6709875054437159
+ap:  0.6519314881164635
 classname: roundabout
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.617572420877573
+ap:  0.6055404612834869
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6216016243304981
+ap:  0.6090609032852161
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5505416462484549
+ap:  0.5784245918060598
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.3219931253539889
-map: 0.6236650826185081
-classaps:  [88.99038321 70.71534758 32.94866338 51.05529567 29.2417538  67.86845331
- 85.20231877 90.80033884 62.59138675 77.81405039 67.09875054 61.75724209
- 62.16016243 55.05416462 32.19931254]
+ap:  0.4463826778898487
+map: 0.63867303724077
+classaps:  [88.90164917 67.88749497 38.29770784 56.93077347 30.54746944 66.39587892
+ 85.32880426 90.84155072 65.4022713  78.34194353 65.19314881 60.55404613
+ 60.90609033 57.84245918 44.63826779]

eval_model_38.txt

@@ -1,76 +1,39 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8928525311685902
+ap:  0.8931287451133472
 classname: baseball-diamond
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 1. 0. 0. 1.
- 0. 0. 0. 0. 1. 1. 1. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 1. 1. 0. 0. 0. 1.
- 1. 1. 1. 0. 1. 1. 0. 0. 0. 0. 1. 1. 1. 0. 1. 0. 1. 1. 0. 1. 0. 1. 0. 1.
- 1. 1. 1. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 1. 1. 1. 1. 0. 1. 0. 0. 0. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1.
- 0. 0. 0. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1. 0. 1. 1. 0.
- 1. 1. 1. 1. 0. 0. 0. 0. 1. 0. 0. 1. 1. 1. 0. 1. 1. 0. 0. 0. 1. 1. 1. 0.
- 0. 0. 0. 1. 0. 0. 1. 1. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0.
- 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0.
- 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+check tp [1. 1. 1. ... 0. 0. 0.]
+npos num: 209
+ap:  0.718800470917008
+classname: bridge
+check tp [1. 1. 1. ... 0. 0. 0.]
+npos num: 424
+ap:  0.36133613621722793
+classname: ground-track-field
+check tp [1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1.
+ 0. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1.
+ 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 0.
+ 1. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 1. 1. 1. 0. 1.
+ 1. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0.
+ 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
@@ -78,80 +41,63 @@ check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
-npos num: 209
-ap:  0.7150209579332049
-classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
-npos num: 424
-ap:  0.3480754388724099
-classname: ground-track-field
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 131
-ap:  0.5519244237616834
+ap:  0.5571331161107286
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
 check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2894606014334757
+ap:  0.31434213968618646
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.703605359015168
+ap:  0.6841862464473569
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8566988721133151
+ap:  0.8513055805071272
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9086850649350651
+ap:  0.9082840236686393
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.624559558916915
+ap:  0.6636161974671292
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7783583977243711
+ap:  0.7815100063659172
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6456728341588404
+ap:  0.6447742821930903
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6270608587005906
+ap:  0.5804772877668439
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6256229919034645
+ap:  0.6134502355632792
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5782730873454074
+ap:  0.555463021900846
 classname: helicopter
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.2590684013362807
-map: 0.626995958621252
-classaps:  [89.28525312 71.50209579 34.80754389 55.19244238 28.94606014 70.3605359
- 85.66988721 90.86850649 62.45595589 77.83583977 64.56728342 62.70608587
- 62.56229919 57.82730873 25.90684013]
+ap:  0.4140093876780335
+map: 0.6361211251735174
+classaps:  [89.31287451 71.88004709 36.13361362 55.71331161 31.43421397 68.41862464
+ 85.13055805 90.82840237 66.36161975 78.15100064 64.47742822 58.04772878
+ 61.34502356 55.54630219 41.40093877]

eval_model_39.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8946517500968628
+ap:  0.8945191856111872
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.6810656537213974
+ap:  0.6478959652948543
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3686595797572322
+ap:  0.37351006603783043
 classname: ground-track-field
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5550721116254131
+ap:  0.607534311766132
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2901714208209543
+ap:  0.32090425358840513
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6623409536847364
+ap:  0.718355807082864
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8498979001878053
+ap:  0.8535718194142832
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9081523196567446
+ap:  0.9082652480539806
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 1. 0. 0.]
 npos num: 124
-ap:  0.6268584233665734
+ap:  0.6698128843485415
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7672381505905227
+ap:  0.7795587169131429
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6314387471097945
+ap:  0.6391587678410342
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6109557118857496
+ap:  0.5803602713757726
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6271415833063294
+ap:  0.6290623792954655
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5452303088674926
+ap:  0.5702478253851672
 classname: helicopter
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.3357398599322785
-map: 0.6236409649739926
-classaps:  [89.46517501 68.10656537 36.86595798 55.50721116 29.01714208 66.23409537
- 84.98979002 90.81523197 62.68584234 76.72381506 63.14387471 61.09557119
- 62.71415833 54.52303089 33.57398599]
+ap:  0.3734331257022755
+map: 0.6377460418473956
+classaps:  [89.45191856 64.78959653 37.3510066  60.75343118 32.09042536 71.83558071
+ 85.35718194 90.82652481 66.98128843 77.95587169 63.91587678 58.03602714
+ 62.90623793 57.02478254 37.34331257]

eval_model_4.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8381568524678551
+ap:  0.7953213690385076
 classname: baseball-diamond
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 209
-ap:  0.07754424520485288
+ap:  0.19160315593457963
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.17070686704910445
+ap:  0.17268895004677415
 classname: ground-track-field
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.038029624250231625
+ap:  0.09904171792391972
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.22909577650392185
+ap:  0.22038273666002273
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.4746293239697244
+ap:  0.6004858131194845
 classname: ship
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.5922388801657005
+ap:  0.642874380619616
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.8073693228711585
+ap:  0.881959369362303
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.2609302384029073
+ap:  0.3814013420208111
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.6738300630012508
+ap:  0.6947258198763586
 classname: soccer-ball-field
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.04932531718418154
+ap:  0.2941456242433454
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 164
-ap:  0.44348696948189026
+ap:  0.4362477061721609
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.28660861193986686
+ap:  0.3056881860322957
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.3642194109561779
+ap:  0.3650210918224283
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.021030078633689896
-map: 0.35514677213883433
-classaps:  [83.81568525  7.75442452 17.0706867   3.80296243 22.90957765 47.4629324
- 59.22388802 80.73693229 26.09302384 67.3830063   4.93253172 44.34869695
- 28.66086119 36.4219411   2.10300786]
+ap:  0.009405568969338066
+map: 0.40606618878946305
+classaps:  [79.5321369  19.16031559 17.268895    9.90417179 22.03827367 60.04858131
+ 64.28743806 88.19593694 38.1401342  69.47258199 29.41456242 43.62477062
+ 30.5688186  36.50210918  0.9405569 ]

eval_model_40.txt

@@ -1,79 +1,100 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8928499911946677
+ap:  0.8923888368114825
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7150800401594055
+ap:  0.7000425932749732
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.34829568208859096
+ap:  0.38386417973523307
 classname: ground-track-field
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 1. 0.]
 npos num: 131
-ap:  0.5193869115768441
+ap:  0.5701141054124962
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.30919139003382445
+ap:  0.3094135603934502
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.7036628109115044
+ap:  0.7336585472950478
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8556214586127792
+ap:  0.8373784692883564
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9085505875996219
+ap:  0.9085497835497838
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 1. 1. 1. 1. 0.
+ 0. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0.]
 npos num: 124
-ap:  0.6402701065206852
+ap:  0.6750701371539737
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7752722502368444
+ap:  0.7825808073664408
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6258302523124658
+ap:  0.6387027677288836
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5885761893508357
+ap:  0.6280078293142137
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6347986015382147
+ap:  0.6159121173562684
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5632714447698399
+ap:  0.5560034576474701
 classname: helicopter
-check fp: [1. 1. 0. ... 1. 1. 1.]
 check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.3261391736067753
-map: 0.6271197927008599
-classaps:  [89.28499912 71.50800402 34.82956821 51.93869116 30.919139   70.36628109
- 85.56214586 90.85505876 64.02701065 77.52722502 62.58302523 58.85761894
- 63.47986015 56.32714448 32.61391736]
+ap:  0.3682433247393255
+map: 0.6399953678044932
+classaps:  [89.23888368 70.00425933 38.38641797 57.01141054 30.94135604 73.36585473
+ 83.73784693 90.85497835 67.50701372 78.25808074 63.87027677 62.80078293
+ 61.59121174 55.60034576 36.82433247]

eval_model_41.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8922343029426539
+ap:  0.8917010466935232
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7134430183483077
+ap:  0.6848701781278657
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.34717064810507026
+ap:  0.3613177003457111
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5611603663672298
+ap:  0.5483102103048195
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.3029883738785588
+ap:  0.3097934443250608
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6975775442266396
+ap:  0.7338382635188958
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8508217839866868
+ap:  0.8574720906443732
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9084100065405244
+ap:  0.9086850649350651
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6386751994636989
+ap:  0.6920063906343593
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7840038126963902
+ap:  0.779666029108395
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6550110731588609
+ap:  0.678670992158213
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5833821688177887
+ap:  0.6121233775393224
 classname: harbor
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6232979996436075
+ap:  0.6315731382986277
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5627745754768976
+ap:  0.558029238867683
 classname: helicopter
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.34619475953722617
-map: 0.6311430422126761
-classaps:  [89.22343029 71.34430183 34.71706481 56.11603664 30.29883739 69.75775442
- 85.0821784  90.84100065 63.86751995 78.40038127 65.50110732 58.33821688
- 62.32979996 56.27745755 34.61947595]
+ap:  0.46921164071530047
+map: 0.6478179204144809
+classaps:  [89.17010467 68.48701781 36.13177003 54.83102103 30.97934443 73.38382635
+ 85.74720906 90.86850649 69.20063906 77.96660291 67.86709922 61.21233775
+ 63.15731383 55.80292389 46.92116407]

eval_model_42.txt

@@ -1,263 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8930254804335511
+ap:  0.8928024798068572
 classname: baseball-diamond
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 1.
- 0. 0. 0. 1. 0. 0. 1. 1. 1. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0.
- 1. 1. 0. 1. 0. 1. 1. 0. 0. 1. 1. 0. 0. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 0. 1. 1. 0. 0. 1. 0. 0. 0. 1. 1. 0. 0. 1. 0. 1. 0. 1. 1. 0.
- 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 0. 0. 1. 1. 1. 0. 0.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 0. 1. 0. 0. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 1. 0. 1. 1. 0. 0.
- 1. 1. 1. 0. 1. 1. 0. 0. 0. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 0. 1.
- 0. 0. 1. 0. 1. 0. 0. 1. 1. 0. 0. 1. 1. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 1. 0. 0. 1. 1. 0. 1. 1. 1. 0. 0. 1. 1. 0. 1. 0. 1. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 1. 0. 0. 0. 1. 1.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7017427511414666
+ap:  0.6593393265221592
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.33958202951135824
+ap:  0.39625616113401596
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5736837116353662
+ap:  0.5635672943443008
 classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
 check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2919744482233371
+ap:  0.3212638643063063
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.7148440397713839
+ap:  0.7378952703745844
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8524766148163533
+ap:  0.8554301063550108
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9080012750217125
+ap:  0.9080108486971925
 classname: basketball-court
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1.
- 0. 0. 0. 1. 0. 0. 1. 1. 0. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 1. 0. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 0.
- 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 0. 1. 0. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 0.
- 0. 1. 1. 0. 1. 1. 0. 0. 1. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 1.
- 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6510966228033324
+ap:  0.6702210870779792
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 1. 0. 0.]
 npos num: 1869
-ap:  0.8258691063921458
+ap:  0.7841176029009617
 classname: soccer-ball-field
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
- 1. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1.
- 0. 1. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 0. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 0. 1. 0. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 0. 0. 1. 1. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 0. 1. 1. 0. 1. 0. 1. 0. 0. 1. 1. 0. 0. 1. 1. 1. 0. 0. 1. 0. 0. 0. 0. 0.
- 1. 0. 0. 1. 1. 0. 1. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6746858349575559
+ap:  0.641746170830713
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5941077482510264
+ap:  0.5962776356861283
 classname: harbor
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6232789157490082
+ap:  0.6258786179654906
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5606068000442298
+ap:  0.5770110211214042
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.267947969800715
-map: 0.6315282232368362
-classaps:  [89.30254804 70.17427511 33.95820295 57.36837116 29.19744482 71.48440398
- 85.24766148 90.8001275  65.10966228 82.58691064 67.4685835  59.41077483
- 62.32789157 56.06068    26.79479698]
+ap:  0.4144572080243337
+map: 0.6429516463431625
+classaps:  [89.28024798 65.93393265 39.62561611 56.35672943 32.12638643 73.78952704
+ 85.54301064 90.80108487 67.02210871 78.41176029 64.17461708 59.62776357
+ 62.5878618  57.70110211 41.4457208 ]

eval_model_43.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8928886871025179
+ap:  0.8901568484126636
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7206866289339936
+ap:  0.6774153613721536
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.34704446905836656
+ap:  0.3688737412619115
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5690582771928373
+ap:  0.5811672168190197
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2966885095985443
+ap:  0.3007240915931306
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.7151896089803955
+ap:  0.701998562023544
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8522911467677874
+ap:  0.8548980566708007
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9082254882957255
+ap:  0.9085422650255279
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6380561346797861
+ap:  0.6640358883408713
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7818683787844594
+ap:  0.7839910719622099
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.635962604117653
+ap:  0.6639991465132622
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5639947060163779
+ap:  0.5556659586951584
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6195782011341426
+ap:  0.62214717784872
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5673293360136314
+ap:  0.5339667560223471
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.22363502509819183
-map: 0.622166480118294
-classaps:  [89.28886871 72.06866289 34.70444691 56.90582772 29.66885096 71.5189609
- 85.22911468 90.82254883 63.80561347 78.18683788 63.59626041 56.3994706
- 61.95782011 56.7329336  22.36350251]
+ap:  0.40487728943615886
+map: 0.6341639621331653
+classaps:  [89.01568484 67.74153614 36.88737413 58.11672168 30.07240916 70.1998562
+ 85.48980567 90.8542265  66.40358883 78.3991072  66.39991465 55.56659587
+ 62.21471778 53.3966756  40.48772894]

eval_model_44.txt

@@ -1,81 +1,61 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8925908397267406
+ap:  0.8922340041529735
 classname: baseball-diamond
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
- 0. 1. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 1. 0. 1. 0. 0. 0. 1.
- 1. 1. 0. 0. 1. 0. 0. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 0. 0. 0. 1. 0. 0. 1.
- 0. 1. 0. 1. 1. 1. 1. 0. 0. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 0. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 0. 1. 1. 0. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+check tp [1. 1. 1. ... 0. 0. 0.]
+npos num: 209
+ap:  0.7121152174535287
+classname: bridge
+check tp [1. 1. 1. ... 0. 0. 0.]
+npos num: 424
+ap:  0.36684150650504155
+classname: ground-track-field
+check tp [1. 1. 0. ... 0. 0. 0.]
+npos num: 131
+ap:  0.5816486350096082
+classname: small-vehicle
+check tp [0. 1. 1. ... 0. 0. 0.]
+npos num: 5090
+ap:  0.30408560005090307
+classname: large-vehicle
+check tp [1. 1. 1. ... 0. 0. 0.]
+npos num: 4293
+ap:  0.7244037960771812
+classname: ship
+check tp [1. 1. 1. ... 0. 0. 0.]
+npos num: 8861
+ap:  0.8559410521046357
+classname: tennis-court
+check tp [1. 1. 1. ... 0. 0. 0.]
+npos num: 739
+ap:  0.9081382764522301
+classname: basketball-court
+check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
  1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 0. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 0. 0. 0. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 1. 1. 0.
- 0. 0. 1. 1. 0. 1. 1. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 1. 1. 0. 1. 1. 0.
- 1. 0. 1. 0. 0. 0. 0. 1. 1. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 1. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 1.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
+ 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 1. 0. 1. 0. 0. 1.
+ 0. 1. 0. 0. 1. 0. 0. 1. 1. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1.
+ 1. 0. 0. 0. 1. 0. 1. 0. 1. 1. 0. 0. 1. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 1. 0. 0. 1. 0. 1. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
@@ -84,109 +64,45 @@ check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0.]
-npos num: 209
-ap:  0.7147778132543843
-classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
-npos num: 424
-ap:  0.3814857074976229
-classname: ground-track-field
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
-npos num: 131
-ap:  0.5859815620421149
-classname: small-vehicle
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
-npos num: 5090
-ap:  0.301082957666051
-classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 0. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
-npos num: 4293
-ap:  0.6834884380723348
-classname: ship
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
-npos num: 8861
-ap:  0.853851155120762
-classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0.]
+npos num: 124
+ap:  0.6838481486497872
+classname: storage-tank
 check tp [1. 1. 1. ... 0. 0. 0.]
-npos num: 739
-ap:  0.9086832450061151
-classname: basketball-court
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0.
- 1. 1. 0. 0. 1. 0. 1. 0. 0. 0. 1. 1. 0. 0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 0. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1.
- 0. 1. 1. 1. 0. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 0. 1.
- 0. 0. 1. 1. 0. 1. 0. 1. 1. 1. 0. 0. 1. 0. 1. 0. 0. 1. 1. 1. 1. 0. 1. 1.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0.
- 1. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1.
+npos num: 1869
+ap:  0.7826506711317524
+classname: soccer-ball-field
+check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 1. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 0. 1. 1. 0.
+ 1. 1. 1. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
@@ -198,40 +114,30 @@ check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
-npos num: 124
-ap:  0.6567866240647774
-classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
-npos num: 1869
-ap:  0.7901219462637472
-classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 87
-ap:  0.6667876290052925
+ap:  0.6393359336252206
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5918726693539731
+ap:  0.5745953514647941
 classname: harbor
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6141332501299106
+ap:  0.6386824187283184
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5616985129204145
+ap:  0.5624355257504272
 classname: helicopter
-check fp: [1. 1. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.2461516672187084
-map: 0.6299662678228634
-classaps:  [89.25908397 71.47778133 38.14857075 58.5981562  30.10829577 68.34884381
- 85.38511551 90.8683245  65.67866241 79.01219463 66.6787629  59.18726694
- 61.41332501 56.16985129 24.61516672]
+ap:  0.45229429245771047
+map: 0.645283361974274
+classaps:  [89.22340042 71.21152175 36.68415065 58.1648635  30.40856001 72.44037961
+ 85.59410521 90.81382765 68.38481486 78.26506711 63.93359336 57.45953515
+ 63.86824187 56.24355258 45.22942925]

eval_model_45.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.892718011855936
+ap:  0.890997499013068
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7009246307285362
+ap:  0.7146207887096755
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3668495109547736
+ap:  0.38043806137657826
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.541593033283903
+ap:  0.5447607769253131
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.30310024367668026
+ap:  0.3424056620365878
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.6939100956750995
+ap:  0.7079136536042377
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8563134501113444
+ap:  0.8552590079337479
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9085545722713866
+ap:  0.9082840236686393
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6077270016431866
+ap:  0.6646984367006712
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8178290519321255
+ap:  0.7786714097689184
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6429826609309246
+ap:  0.647454496514826
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.606635058878329
+ap:  0.5488116928913976
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 1.]
 npos num: 2065
-ap:  0.6295025305654871
+ap:  0.6283361166824767
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5785239058358865
+ap:  0.5602186822643234
 classname: helicopter
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.2827193452613215
-map: 0.6286588735736615
-classaps:  [89.27180119 70.09246307 36.6849511  54.15930333 30.31002437 69.39100957
- 85.63134501 90.85545723 60.77270016 81.78290519 64.29826609 60.66350589
- 62.95025306 57.85239058 28.27193453]
+ap:  0.4244433904397173
+map: 0.6398209132353453
+classaps:  [89.0997499  71.46207887 38.04380614 54.47607769 34.2405662  70.79136536
+ 85.52590079 90.82840237 66.46984367 77.86714098 64.74544965 54.88116929
+ 62.83361167 56.02186823 42.44433904]

eval_model_46.txt

@@ -1,79 +1,177 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8930089538557408
+ap:  0.8928415512940919
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 1. 1. 1.
+ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
+ 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 0. 1. 0. 0.
+ 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1.
+ 0. 0. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0.
+ 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1.
+ 0. 0. 1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
+ 0. 1. 1. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 1.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1.
+ 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0.]
 npos num: 209
-ap:  0.7207487938084094
+ap:  0.7364546334887297
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.37681614205598957
+ap:  0.3810963068865504
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5945041386020525
+ap:  0.5751892232952944
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.3202891011822344
+ap:  0.3112526108127132
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.69576435394617
+ap:  0.7203283069293311
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8529904505986249
+ap:  0.8574242012086308
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9084204880665059
+ap:  0.9084175084175086
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 0. 0. 1. 0. 0. 1. 1. 1. 1. 1.
+ 0. 1. 0. 0. 1. 0. 0. 1. 1. 1. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0.
+ 1. 1. 1. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 1. 1. 0. 0. 0.
+ 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0.]
 npos num: 124
-ap:  0.6312228077632844
+ap:  0.695532855714133
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7887253207268256
+ap:  0.779767761083988
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.
+ 1. 0. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1.
+ 0. 1. 0. 0. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 0. 0. 1. 1. 1. 1.
+ 1. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 87
-ap:  0.6618999055020598
+ap:  0.6408086848396778
 classname: roundabout
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5766388699543638
+ap:  0.5807496221628049
 classname: harbor
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6310161430208945
+ap:  0.6409795405234724
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5453730669982437
+ap:  0.5803262536222463
 classname: helicopter
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.31950470356026267
-map: 0.6344615493094441
-classaps:  [89.30089539 72.07487938 37.68161421 59.45041386 32.02891012 69.57643539
- 85.29904506 90.84204881 63.12228078 78.87253207 66.18999055 57.663887
- 63.1016143  54.5373067  31.95047036]
+ap:  0.4469830080073076
+map: 0.6498768045524321
+classaps:  [89.28415513 73.64546335 38.10963069 57.51892233 31.12526108 72.03283069
+ 85.74242012 90.84175084 69.55328557 77.97677611 64.08086848 58.07496222
+ 64.09795405 58.03262536 44.6983008 ]

eval_model_47.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8923564752902545
+ap:  0.8952648870958918
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7432192572661596
+ap:  0.7313231883057474
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3385473142375948
+ap:  0.39231701979520717
 classname: ground-track-field
-check fp: [0. 0. 1. ... 1. 1. 1.]
 check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.6017020664038579
+ap:  0.592688843062356
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.3041783316238925
+ap:  0.3225060871754217
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.7161683677393508
+ap:  0.7244497239262131
 classname: ship
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8507646270688479
+ap:  0.8539686918536937
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9082726658084432
+ap:  0.9085489771033737
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6449501259837699
+ap:  0.6838480742797836
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7827240945829036
+ap:  0.7756258155174142
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6442537998912802
+ap:  0.6335052745806626
 classname: roundabout
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5686689924893191
+ap:  0.5780330480789304
 classname: harbor
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6271220123327986
+ap:  0.6387377490413375
 classname: swimming-pool
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5630049123975611
+ap:  0.5517412204037923
 classname: helicopter
-check fp: [1. 0. 1. ... 1. 1. 1.]
 check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.36912998629864807
-map: 0.6370042019609787
-classaps:  [89.23564753 74.32192573 33.85473142 60.17020664 30.41783316 71.61683677
- 85.07646271 90.82726658 64.4950126  78.27240946 64.42537999 56.86689925
- 62.71220123 56.30049124 36.91299863]
+ap:  0.40382278033832797
+map: 0.6457587587038769
+classaps:  [89.52648871 73.13231883 39.23170198 59.26888431 32.25060872 72.44497239
+ 85.39686919 90.85489771 68.38480743 77.56258155 63.35052746 57.80330481
+ 63.8737749  55.17412204 40.38227803]

eval_model_48.txt

@@ -1,398 +1,83 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8975650830623364
+ap:  0.8928886437349896
 classname: baseball-diamond
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0.
- 1. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0.
- 1. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 1. 0. 0.
- 1. 0. 1. 0. 1. 0. 1. 1. 0. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1.
- 0. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1.
- 0. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 0. 0. 1. 0.
- 0. 1. 0. 1. 0. 1. 0. 0. 1. 1. 0. 0. 0. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.72881691221748
+ap:  0.6950417760064894
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.4561292098493973
+ap:  0.35486346509623734
 classname: ground-track-field
-check fp: [0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 1. 0. 0. 0. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 0. 0. 1. 1. 0. 1. 1. 1. 0.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0.
- 0. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 1. 0. 1. 1. 1.
- 0. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1.
- 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1.
- 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 0. 0. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1.
- 0. 1. 0. 0. 0. 0. 1. 1. 1. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0.
- 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5231153892221085
+ap:  0.6399519549504351
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.7339054685882387
+ap:  0.3392909760509619
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.8348699099335581
+ap:  0.7330861213360391
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8812793967502932
+ap:  0.8512650447278567
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9089564281871976
+ap:  0.9084121716664513
 classname: basketball-court
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0.
- 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0.
- 1. 1. 1. 0. 1. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 0.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 0. 1. 0. 0. 1. 1. 1.
- 0. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1.
- 0. 0. 0. 1. 0. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 1. 0. 1. 0. 0. 0. 0. 0. 1.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6751528891496087
+ap:  0.6651649835080168
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.8814011661063514
+ap:  0.7862078746807878
 classname: soccer-ball-field
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1.
- 0. 1. 0. 0. 0. 0. 1. 1. 1. 1. 0. 1. 1. 1. 0. 0. 0. 1. 1. 0. 0. 1. 0. 1.
- 1. 1. 1. 0. 1. 0. 0. 1. 1. 1. 0. 1. 0. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 0. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 0. 0. 1. 1. 0.
- 0. 0. 1. 1. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 1. 1. 0. 0. 1. 1. 0. 0. 0.
- 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.3862730525209265
+ap:  0.6395158332887774
 classname: roundabout
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0.
- 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0.
- 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0.
- 0. 0. 1. 1. 0. 0. 0. 1. 1. 0. 1. 0. 1. 0. 0. 0. 1. 1. 0. 1. 0. 0. 1. 0.
- 0. 1. 1. 1. 0. 1. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 1. 1. 0.
- 0. 1. 0. 0. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 0. 1. 1. 0. 1. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1.
- 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1.
- 1. 0. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 0. 0. 0. 1.
- 1. 1. 0. 0. 1. 1. 0. 0. 0. 1. 0. 1. 0. 1. 1. 1. 0. 0. 1. 0. 1. 1. 0. 1.
- 1. 0. 0. 0. 1. 0. 1. 1. 0. 0. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 0. 0. 0. 1.
- 1. 0. 1. 1. 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0.
- 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0.
- 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.6964524465022908
+ap:  0.5889787315221459
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6318137213917485
+ap:  0.6361916394661356
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 366
-ap:  0.6444526179649067
+ap:  0.5555607823629405
 classname: helicopter
-check fp: [0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 1.
- 0. 0. 0. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 0. 1. 0. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 0.
- 1. 1. 1. 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 1. 0. 1. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+check tp [1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1.
+ 1. 1. 0. 1. 1. 0. 0. 1. 1. 1. 0. 0. 0. 0. 1. 1. 1. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
@@ -406,10 +91,10 @@ check tp [1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 0
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
  0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0.]
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 72
-ap:  0.4661306409264983
-map: 0.6897542888248629
-classaps:  [89.75650831 72.88169122 45.61292098 52.31153892 73.39054686 83.48699099
- 88.12793968 90.89564282 67.51528891 88.14011661 38.62730525 69.64524465
- 63.18137214 64.4452618  46.61306409]
+ap:  0.4827330628183782
+map: 0.651276870747776
+classaps:  [89.28886437 69.5041776  35.48634651 63.9951955  33.92909761 73.30861213
+ 85.12650447 90.84121717 66.51649835 78.62078747 63.95158333 58.89787315
+ 63.61916395 55.55607824 48.27330628]

eval_model_49.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8908107060052904
+ap:  0.8929180943894999
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7225127033309208
+ap:  0.6904267262615326
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.3715724728253097
+ap:  0.3791789253855106
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5459688114162209
+ap:  0.5932066687915202
 classname: small-vehicle
-check fp: [0. 1. 1. ... 1. 1. 1.]
-check tp [1. 0. 0. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.30948256965911086
+ap:  0.31228670138411657
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.7077681765070852
+ap:  0.726491308825035
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8472472344290375
+ap:  0.8566619208351569
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9077305659560041
+ap:  0.9086844601002576
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.6696964324336101
+ap:  0.6667637326921202
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7790937533623393
+ap:  0.7850241785116688
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6218921073194289
+ap:  0.650619193083099
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.584655766048683
+ap:  0.582167212645522
 classname: harbor
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.6311623297879139
+ap:  0.6323899111817545
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5856474126419766
+ap:  0.6027556602032605
 classname: helicopter
-check fp: [1. 1. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.321995493557625
-map: 0.633149102352037
-classaps:  [89.0810706  72.25127033 37.15724728 54.59688114 30.94825697 70.77681765
- 84.72472344 90.7730566  66.96964324 77.90937534 62.18921073 58.4655766
- 63.11623298 58.56474126 32.19954936]
+ap:  0.39386789763737934
+map: 0.6448961727951622
+classaps:  [89.29180944 69.04267263 37.91789254 59.32066688 31.22867014 72.64913088
+ 85.66619208 90.86844601 66.67637327 78.50241785 65.06191931 58.21672126
+ 63.23899112 60.27556602 39.38678976]

eval_model_5.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8219488145695268
+ap:  0.8079098045499632
 classname: baseball-diamond
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.15150460077091593
+ap:  0.22829230562281408
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.18875579745002402
+ap:  0.18025049582456362
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.15906589683142838
+ap:  0.1941628344763452
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.20130552398326299
+ap:  0.15677276838935197
 classname: large-vehicle
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.39690902138697753
+ap:  0.5831622603224014
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.6470827808111158
+ap:  0.7268387235209508
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.8563523522616595
+ap:  0.8910442956732914
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.2747237964875768
+ap:  0.35531527296233184
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7391571827609018
+ap:  0.7348953671015791
 classname: soccer-ball-field
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 87
-ap:  0.14765390513936738
+ap:  0.18459406660306207
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.4750281669676685
+ap:  0.46885362038323164
 classname: harbor
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.24724670494663523
+ap:  0.27867311702500297
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.38290032839054755
+ap:  0.348002391782058
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.020622723344786383
-map: 0.38068383974015957
-classaps:  [82.19488146 15.15046008 18.87557975 15.90658968 20.1305524  39.69090214
- 64.70827808 85.63523523 27.47237965 73.91571828 14.76539051 47.5028167
- 24.72467049 38.29003284  2.06227233]
+ap:  0.04948032866925111
+map: 0.41254984352707985
+classaps:  [80.79098045 22.82923056 18.02504958 19.41628345 15.67727684 58.31622603
+ 72.68387235 89.10442957 35.5315273  73.48953671 18.45940666 46.88536204
+ 27.8673117  34.80023918  4.94803287]

eval_model_50.txt

@@ -1,79 +1,101 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8949607619147738
+ap:  0.893007906020062
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.7317334825981003
+ap:  0.7066393795159083
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.36277926039148056
+ap:  0.36754607562524483
 classname: ground-track-field
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.5657774783129417
+ap:  0.6109327850983213
 classname: small-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.30937454099497386
+ap:  0.30442153744018685
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.711046073858892
+ap:  0.7180267090643675
 classname: ship
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.8580775725537317
+ap:  0.8550325898017639
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9082609357349403
+ap:  0.9084194977843428
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
+ 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 0. 0. 1. 1. 0. 1. 0. 1. 0. 1.
+ 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 1. 0. 1. 0. 1. 1. 0. 1. 0. 0. 1. 1.
+ 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 1.
+ 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.
+ 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 124
-ap:  0.671585591806174
+ap:  0.6659185561506645
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7777221198782699
+ap:  0.7886206303672386
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.6550589213952281
+ap:  0.6340755401042527
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5981640876079943
+ap:  0.5871973467023545
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 0.]
-check tp [1. 1. 1. ... 0. 0. 1.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.617199801403445
+ap:  0.632216302789151
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.5881599369546187
+ap:  0.5733294036914496
 classname: helicopter
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 72
-ap:  0.35871374700578307
-map: 0.6405742874940897
-classaps:  [89.49607619 73.17334826 36.27792604 56.57774783 30.9374541  71.10460739
- 85.80775726 90.82609357 67.15855918 77.77221199 65.50589214 59.81640876
- 61.71998014 58.8159937  35.8713747 ]
+ap:  0.4426510021542169
+map: 0.6458690174873016
+classaps:  [89.3007906  70.66393795 36.75460756 61.09327851 30.44215374 71.80267091
+ 85.50325898 90.84194978 66.59185562 78.86206304 63.40755401 58.71973467
+ 63.22163028 57.33294037 44.26510022]

eval_model_6.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.847240900086559
+ap:  0.7820655446843713
 classname: baseball-diamond
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 209
-ap:  0.2810008862848845
+ap:  0.28138004059335886
 classname: bridge
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.23349051280973043
+ap:  0.19718571865182832
 classname: ground-track-field
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.21093201211558393
+ap:  0.2834263503438059
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2585422210245082
+ap:  0.25740728391468376
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.5546163691790289
+ap:  0.5921642130519059
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.6961247379947968
+ap:  0.721257472113412
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.8975463640317926
+ap:  0.9005543020590902
 classname: basketball-court
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.3554611439298427
+ap:  0.4679403614062705
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.6924824807749682
+ap:  0.7349206168632704
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 87
-ap:  0.4945967841349579
+ap:  0.2992642441146284
 classname: roundabout
-check fp: [1. 1. 0. ... 1. 1. 1.]
-check tp [0. 0. 1. ... 0. 0. 0.]
+check tp [1. 0. 0. ... 0. 0. 0.]
 npos num: 164
-ap:  0.27562587429820784
+ap:  0.3740692639559084
 classname: harbor
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.3457952204279487
+ap:  0.3304231134426563
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.4255802768212741
+ap:  0.423562100949853
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.03339530332271415
-map: 0.44016207248245315
-classaps:  [84.72409001 28.10008863 23.34905128 21.09320121 25.8542221  55.46163692
- 69.6124738  89.7546364  35.54611439 69.24824808 49.45967841 27.56258743
- 34.57952204 42.55802768  3.33953033]
+ap:  0.04087661791178883
+map: 0.4457664829371221
+classaps:  [78.20655447 28.13800406 19.71857187 28.34263503 25.74072839 59.21642131
+ 72.12574721 90.05543021 46.79403614 73.49206169 29.92642441 37.4069264
+ 33.04231134 42.35621009  4.08766179]

eval_model_7.txt

@@ -1,79 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8669573868150158
+ap:  0.8548510632512294
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 209
-ap:  0.42437370540744024
+ap:  0.28023827894316794
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 424
-ap:  0.20249620754571399
+ap:  0.20883323040410018
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.1936042650692391
+ap:  0.3051751226902571
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2564968412526731
+ap:  0.26848927324134536
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.5797110212614404
+ap:  0.5842002646008548
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.7303336737459661
+ap:  0.7483553007002612
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.9056336943688723
+ap:  0.8987473284419489
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.4712853094148058
+ap:  0.23430096195095063
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7241385469532104
+ap:  0.7353086103182264
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 87
-ap:  0.45656267447372473
+ap:  0.1502688662993398
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5610916217267777
+ap:  0.5208764141856105
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.3129596522309658
+ap:  0.3323481538644799
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.4033882994837251
+ap:  0.45067413743385365
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.026098688528508447
-map: 0.47434210588520526
-classaps:  [86.69573868 42.43737054 20.24962075 19.36042651 25.64968413 57.97110213
- 73.03336737 90.56336944 47.12853094 72.4138547  45.65626745 56.10916217
- 31.29596522 40.33882995  2.60986885]
+ap:  0.04295001325014304
+map: 0.44104113463838457
+classaps:  [85.48510633 28.02382789 20.88332304 30.51751227 26.84892732 58.42002646
+ 74.83553007 89.87473284 23.4300962  73.53086103 15.02688663 52.08764142
+ 33.23481539 45.06741374  4.29500133]

eval_model_8.txt

@@ -1,147 +1,64 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.869683154118835
+ap:  0.8644778505465266
 classname: baseball-diamond
-check fp: [0. 1. 0. ... 1. 1. 1.]
-check tp [1. 0. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.43327926473544903
+ap:  0.3855251001957319
 classname: bridge
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.21664389590608416
+ap:  0.21847600178494597
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.29789680379274525
+ap:  0.312737718248654
 classname: small-vehicle
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [1. 0. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.2509638023431883
+ap:  0.24797585585083393
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.5965102732256808
+ap:  0.6269311044124575
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.7899518089318661
+ap:  0.7972587707731219
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.8986477310207013
+ap:  0.9054283845650754
 classname: basketball-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.48807496943872086
+ap:  0.5060366591266046
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.7356462469585023
+ap:  0.7394750771861045
 classname: soccer-ball-field
-check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 1. 1.
- 1. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 1. 1. 0. 1.
- 0. 1. 0. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.
- 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.
- 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.
- 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
- 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
-check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 0. 0.
- 0. 1. 1. 0. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0. 1. 0. 0. 1. 0.
- 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.
- 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0.
- 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.
- 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
- 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 87
-ap:  0.4368839496564266
+ap:  0.302650825161258
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.5044226729510057
+ap:  0.45706503818961225
 classname: harbor
-check fp: [1. 0. 0. ... 1. 1. 1.]
-check tp [0. 1. 1. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.38294004984103414
+ap:  0.39652067015158354
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.39764623577357083
+ap:  0.5008366946220457
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.05916111511275801
-map: 0.49055679825377124
-classaps:  [86.96831541 43.32792647 21.66438959 29.78968038 25.09638023 59.65102732
- 78.99518089 89.8647731  48.80749694 73.5646247  43.68839497 50.4422673
- 38.29400498 39.76462358  5.91611151]
+ap:  0.07241226478687204
+map: 0.4889205343734286
+classaps:  [86.44778505 38.55251002 21.84760018 31.27377182 24.79758559 62.69311044
+ 79.72587708 90.54283846 50.60366591 73.94750772 30.26508252 45.70650382
+ 39.65206702 50.08366946  7.24122648]

eval_model_9.txt

@@ -1,79 +1,90 @@
 classname: plane
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 2450
-ap:  0.8686691665967667
+ap:  0.8543343056118935
 classname: baseball-diamond
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 209
-ap:  0.4622479964295036
+ap:  0.46785754399939583
 classname: bridge
-check fp: [0. 0. 1. ... 1. 1. 1.]
-check tp [1. 1. 0. ... 0. 0. 0.]
+check tp [0. 1. 0. ... 0. 0. 0.]
 npos num: 424
-ap:  0.24519640452608515
+ap:  0.20216823192461283
 classname: ground-track-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 131
-ap:  0.34881062185580153
+ap:  0.39325048568505183
 classname: small-vehicle
-check fp: [1. 1. 1. ... 1. 1. 1.]
-check tp [0. 0. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 5090
-ap:  0.21139835894103873
+ap:  0.24947207590782108
 classname: large-vehicle
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 4293
-ap:  0.5816050863765705
+ap:  0.6522259137370336
 classname: ship
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 8861
-ap:  0.6660928159401064
+ap:  0.7591516131283842
 classname: tennis-court
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 739
-ap:  0.8978260856376536
+ap:  0.9061629794149217
 classname: basketball-court
-check fp: [1. 0. 1. ... 1. 1. 1.]
-check tp [0. 1. 0. ... 0. 0. 0.]
+check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 124
-ap:  0.30113358269987195
+ap:  0.5478330478652851
 classname: storage-tank
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 1869
-ap:  0.704793940801977
+ap:  0.7390963356554461
 classname: soccer-ball-field
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0.
+ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0.
+ 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
+ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 npos num: 87
-ap:  0.3620881597054
+ap:  0.1244650076889484
 classname: roundabout
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 164
-ap:  0.46884047323420647
+ap:  0.5028888722397958
 classname: harbor
-check fp: [0. 0. 0. ... 1. 1. 1.]
-check tp [1. 1. 1. ... 0. 0. 0.]
+check tp [0. 1. 1. ... 0. 0. 0.]
 npos num: 2065
-ap:  0.3648202637634633
+ap:  0.38561150143800416
 classname: swimming-pool
-check fp: [0. 0. 0. ... 1. 1. 1.]
 check tp [1. 1. 1. ... 0. 0. 0.]
 npos num: 366
-ap:  0.468839920516477
+ap:  0.4550515208439114
 classname: helicopter
-check fp: [1. 1. 1. ... 1. 1. 1.]
 check tp [0. 0. 0. ... 0. 0. 0.]
 npos num: 72
-ap:  0.06692164229838823
-map: 0.46795230128822074
-classaps:  [86.86691666 46.22479964 24.51964045 34.88106219 21.13983589 58.16050864
- 66.60928159 89.78260856 30.11335827 70.47939408 36.20881597 46.88404732
- 36.48202638 46.88399205  6.69216423]
+ap:  0.03633217106468007
+map: 0.48506010708034564
+classaps:  [85.43343056 46.7857544  20.21682319 39.32504857 24.94720759 65.22259137
+ 75.91516131 90.61629794 54.78330479 73.90963357 12.44650077 50.28888722
+ 38.56115014 45.50515208  3.63321711]