vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05: test mIoU 0.6787
Browse files- vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05/best_model.pt +3 -0
- vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05/history.json +923 -0
- vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05/results.json +453 -0
vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05/best_model.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b0b1b325f8a47fb8ca4bf24cd57207e6f3a36c5b2b01b4d76dc7226d76eea2e4
|
| 3 |
+
size 2216047
|
vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05/history.json
ADDED
|
@@ -0,0 +1,923 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_name": "vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05",
|
| 3 |
+
"epoch": [
|
| 4 |
+
1,
|
| 5 |
+
2,
|
| 6 |
+
3,
|
| 7 |
+
4,
|
| 8 |
+
5,
|
| 9 |
+
6,
|
| 10 |
+
7,
|
| 11 |
+
8,
|
| 12 |
+
9,
|
| 13 |
+
10,
|
| 14 |
+
11,
|
| 15 |
+
12,
|
| 16 |
+
13,
|
| 17 |
+
14,
|
| 18 |
+
15,
|
| 19 |
+
16,
|
| 20 |
+
17,
|
| 21 |
+
18,
|
| 22 |
+
19,
|
| 23 |
+
20,
|
| 24 |
+
21,
|
| 25 |
+
22,
|
| 26 |
+
23,
|
| 27 |
+
24,
|
| 28 |
+
25,
|
| 29 |
+
26,
|
| 30 |
+
27,
|
| 31 |
+
28,
|
| 32 |
+
29,
|
| 33 |
+
30,
|
| 34 |
+
31,
|
| 35 |
+
32,
|
| 36 |
+
33,
|
| 37 |
+
34,
|
| 38 |
+
35,
|
| 39 |
+
36,
|
| 40 |
+
37,
|
| 41 |
+
38,
|
| 42 |
+
39,
|
| 43 |
+
40,
|
| 44 |
+
41,
|
| 45 |
+
42,
|
| 46 |
+
43,
|
| 47 |
+
44,
|
| 48 |
+
45,
|
| 49 |
+
46,
|
| 50 |
+
47,
|
| 51 |
+
48,
|
| 52 |
+
49,
|
| 53 |
+
50,
|
| 54 |
+
51,
|
| 55 |
+
52,
|
| 56 |
+
53,
|
| 57 |
+
54,
|
| 58 |
+
55,
|
| 59 |
+
56,
|
| 60 |
+
57
|
| 61 |
+
],
|
| 62 |
+
"train_loss": [
|
| 63 |
+
0.5081396987661719,
|
| 64 |
+
0.4609280452132225,
|
| 65 |
+
0.4447187096811831,
|
| 66 |
+
0.42578142089769244,
|
| 67 |
+
0.41277808090671897,
|
| 68 |
+
0.40737064834684134,
|
| 69 |
+
0.39734390284866095,
|
| 70 |
+
0.3704341845586896,
|
| 71 |
+
0.3710984247736633,
|
| 72 |
+
0.359569129999727,
|
| 73 |
+
0.34197322465479374,
|
| 74 |
+
0.34006306575611234,
|
| 75 |
+
0.33831072854809463,
|
| 76 |
+
0.3161800706293434,
|
| 77 |
+
0.3161141218151897,
|
| 78 |
+
0.3075459518004209,
|
| 79 |
+
0.30194237479008734,
|
| 80 |
+
0.3186852110084146,
|
| 81 |
+
0.30424445657990873,
|
| 82 |
+
0.294901977526024,
|
| 83 |
+
0.2937391686718911,
|
| 84 |
+
0.2892155097797513,
|
| 85 |
+
0.2895677222404629,
|
| 86 |
+
0.28935918561182916,
|
| 87 |
+
0.2792944402899593,
|
| 88 |
+
0.2869253645185381,
|
| 89 |
+
0.27511037373915315,
|
| 90 |
+
0.2712535148020834,
|
| 91 |
+
0.2744161563459784,
|
| 92 |
+
0.267889806535095,
|
| 93 |
+
0.2739511395338923,
|
| 94 |
+
0.2798640029504895,
|
| 95 |
+
0.2722839235793799,
|
| 96 |
+
0.27292725909501314,
|
| 97 |
+
0.26480421889573336,
|
| 98 |
+
0.26764166518114507,
|
| 99 |
+
0.26913203787989914,
|
| 100 |
+
0.2578131693881005,
|
| 101 |
+
0.264197661774233,
|
| 102 |
+
0.26268947473727167,
|
| 103 |
+
0.2509238771162927,
|
| 104 |
+
0.25854984973557293,
|
| 105 |
+
0.25029299524612725,
|
| 106 |
+
0.24573804205283523,
|
| 107 |
+
0.24584432085976005,
|
| 108 |
+
0.24905002326704562,
|
| 109 |
+
0.24329684441909194,
|
| 110 |
+
0.24974156287498772,
|
| 111 |
+
0.2532748463563621,
|
| 112 |
+
0.24543245299719274,
|
| 113 |
+
0.24969906732439995,
|
| 114 |
+
0.2479169676080346,
|
| 115 |
+
0.23784046387299895,
|
| 116 |
+
0.23758192034438252,
|
| 117 |
+
0.23279874143190682,
|
| 118 |
+
0.23975221253931522,
|
| 119 |
+
0.24573877220973372
|
| 120 |
+
],
|
| 121 |
+
"val": [
|
| 122 |
+
{
|
| 123 |
+
"OA": 0.5819246472315737,
|
| 124 |
+
"mIoU": 0.4081450641943767,
|
| 125 |
+
"macroF1": 0.5787511970688887,
|
| 126 |
+
"F1_coffee": 0.5421887562013452,
|
| 127 |
+
"IoU_coffee": 0.37191972452383515,
|
| 128 |
+
"precision_coffee": 0.8454623287671232,
|
| 129 |
+
"recall_coffee": 0.3990474815990763,
|
| 130 |
+
"F1_noncoffee": 0.6153136379364321,
|
| 131 |
+
"IoU_noncoffee": 0.4443704038649183,
|
| 132 |
+
"kappa": 0.23970457230248424,
|
| 133 |
+
"n_pixels": 55844
|
| 134 |
+
},
|
| 135 |
+
{
|
| 136 |
+
"OA": 0.593546307571091,
|
| 137 |
+
"mIoU": 0.4205949729415295,
|
| 138 |
+
"macroF1": 0.5915644625576901,
|
| 139 |
+
"F1_coffee": 0.5631135235015591,
|
| 140 |
+
"IoU_coffee": 0.39189840861597813,
|
| 141 |
+
"precision_coffee": 0.8451094806170201,
|
| 142 |
+
"recall_coffee": 0.4222254293548853,
|
| 143 |
+
"F1_noncoffee": 0.6200154016138213,
|
| 144 |
+
"IoU_noncoffee": 0.44929153726708076,
|
| 145 |
+
"kappa": 0.2552508372775831,
|
| 146 |
+
"n_pixels": 55844
|
| 147 |
+
},
|
| 148 |
+
{
|
| 149 |
+
"OA": 0.5864730320177638,
|
| 150 |
+
"mIoU": 0.41152886147884027,
|
| 151 |
+
"macroF1": 0.5816842284698527,
|
| 152 |
+
"F1_coffee": 0.5369267480799695,
|
| 153 |
+
"IoU_coffee": 0.3669855541240646,
|
| 154 |
+
"precision_coffee": 0.8794009458749343,
|
| 155 |
+
"recall_coffee": 0.3864338288353298,
|
| 156 |
+
"F1_noncoffee": 0.6264417088597357,
|
| 157 |
+
"IoU_noncoffee": 0.45607216883361595,
|
| 158 |
+
"kappa": 0.25456910602700994,
|
| 159 |
+
"n_pixels": 55844
|
| 160 |
+
},
|
| 161 |
+
{
|
| 162 |
+
"OA": 0.5753348613996132,
|
| 163 |
+
"mIoU": 0.403660018779487,
|
| 164 |
+
"macroF1": 0.5750765012112868,
|
| 165 |
+
"F1_coffee": 0.5645987478656801,
|
| 166 |
+
"IoU_coffee": 0.39333862014274384,
|
| 167 |
+
"precision_coffee": 0.7757037634951065,
|
| 168 |
+
"recall_coffee": 0.4438158464424881,
|
| 169 |
+
"F1_noncoffee": 0.5855542545568935,
|
| 170 |
+
"IoU_noncoffee": 0.4139814174162301,
|
| 171 |
+
"kappa": 0.20612074280552883,
|
| 172 |
+
"n_pixels": 55844
|
| 173 |
+
},
|
| 174 |
+
{
|
| 175 |
+
"OA": 0.616198696368455,
|
| 176 |
+
"mIoU": 0.4452875793683376,
|
| 177 |
+
"macroF1": 0.6161899226062539,
|
| 178 |
+
"F1_coffee": 0.6143548590244166,
|
| 179 |
+
"IoU_coffee": 0.44337099078041814,
|
| 180 |
+
"precision_coffee": 0.8155933498948977,
|
| 181 |
+
"recall_coffee": 0.4927695194111704,
|
| 182 |
+
"F1_noncoffee": 0.6180249861880914,
|
| 183 |
+
"IoU_noncoffee": 0.4472041679562571,
|
| 184 |
+
"kappa": 0.27603536797651657,
|
| 185 |
+
"n_pixels": 55844
|
| 186 |
+
},
|
| 187 |
+
{
|
| 188 |
+
"OA": 0.6706718716424325,
|
| 189 |
+
"mIoU": 0.5045004884295743,
|
| 190 |
+
"macroF1": 0.6706496216175517,
|
| 191 |
+
"F1_coffee": 0.673356659503046,
|
| 192 |
+
"IoU_coffee": 0.5075641952499531,
|
| 193 |
+
"precision_coffee": 0.8752424046541694,
|
| 194 |
+
"recall_coffee": 0.5471496608457209,
|
| 195 |
+
"F1_noncoffee": 0.6679425837320574,
|
| 196 |
+
"IoU_noncoffee": 0.5014367816091954,
|
| 197 |
+
"kappa": 0.375098381996893,
|
| 198 |
+
"n_pixels": 55844
|
| 199 |
+
},
|
| 200 |
+
{
|
| 201 |
+
"OA": 0.6428085380703388,
|
| 202 |
+
"mIoU": 0.4735166687946979,
|
| 203 |
+
"macroF1": 0.6426650609609643,
|
| 204 |
+
"F1_coffee": 0.6355047967108268,
|
| 205 |
+
"IoU_coffee": 0.46574351832012,
|
| 206 |
+
"precision_coffee": 0.8659860557768925,
|
| 207 |
+
"recall_coffee": 0.501919468898831,
|
| 208 |
+
"F1_noncoffee": 0.6498253252111019,
|
| 209 |
+
"IoU_noncoffee": 0.4812898192692758,
|
| 210 |
+
"kappa": 0.33086617044298805,
|
| 211 |
+
"n_pixels": 55844
|
| 212 |
+
},
|
| 213 |
+
{
|
| 214 |
+
"OA": 0.6480015758183512,
|
| 215 |
+
"mIoU": 0.4790203424466438,
|
| 216 |
+
"macroF1": 0.6476661690176879,
|
| 217 |
+
"F1_coffee": 0.636795328985052,
|
| 218 |
+
"IoU_coffee": 0.4671311230990268,
|
| 219 |
+
"precision_coffee": 0.884781269254467,
|
| 220 |
+
"recall_coffee": 0.49738779044595177,
|
| 221 |
+
"F1_noncoffee": 0.658537009050324,
|
| 222 |
+
"IoU_noncoffee": 0.4909095617942609,
|
| 223 |
+
"kappa": 0.34379570271242815,
|
| 224 |
+
"n_pixels": 55844
|
| 225 |
+
},
|
| 226 |
+
{
|
| 227 |
+
"OA": 0.6344459565933672,
|
| 228 |
+
"mIoU": 0.46459903407061837,
|
| 229 |
+
"macroF1": 0.6344358243583809,
|
| 230 |
+
"F1_coffee": 0.6325112511251125,
|
| 231 |
+
"IoU_coffee": 0.4625348849455005,
|
| 232 |
+
"precision_coffee": 0.8403731164793111,
|
| 233 |
+
"recall_coffee": 0.5070861596189926,
|
| 234 |
+
"F1_noncoffee": 0.6363603975916492,
|
| 235 |
+
"IoU_noncoffee": 0.46666318319573624,
|
| 236 |
+
"kappa": 0.31060657067866126,
|
| 237 |
+
"n_pixels": 55844
|
| 238 |
+
},
|
| 239 |
+
{
|
| 240 |
+
"OA": 0.6538929876083375,
|
| 241 |
+
"mIoU": 0.48522805977618244,
|
| 242 |
+
"macroF1": 0.653236399498218,
|
| 243 |
+
"F1_coffee": 0.6683254967910217,
|
| 244 |
+
"IoU_coffee": 0.5018685085435942,
|
| 245 |
+
"precision_coffee": 0.8241144356511066,
|
| 246 |
+
"recall_coffee": 0.5620724491268582,
|
| 247 |
+
"F1_noncoffee": 0.6381473022054143,
|
| 248 |
+
"IoU_noncoffee": 0.4685876110087707,
|
| 249 |
+
"kappa": 0.33249663896381093,
|
| 250 |
+
"n_pixels": 55844
|
| 251 |
+
},
|
| 252 |
+
{
|
| 253 |
+
"OA": 0.6946314733901583,
|
| 254 |
+
"mIoU": 0.5318752795379829,
|
| 255 |
+
"macroF1": 0.6943431968650468,
|
| 256 |
+
"F1_coffee": 0.7037300856512448,
|
| 257 |
+
"IoU_coffee": 0.5428885433978449,
|
| 258 |
+
"precision_coffee": 0.8838701230688661,
|
| 259 |
+
"recall_coffee": 0.5845865204214172,
|
| 260 |
+
"F1_noncoffee": 0.6849563080788487,
|
| 261 |
+
"IoU_noncoffee": 0.5208620156781208,
|
| 262 |
+
"kappa": 0.4145458685589263,
|
| 263 |
+
"n_pixels": 55844
|
| 264 |
+
},
|
| 265 |
+
{
|
| 266 |
+
"OA": 0.6827233006231646,
|
| 267 |
+
"mIoU": 0.5177134182302966,
|
| 268 |
+
"macroF1": 0.6820707435523392,
|
| 269 |
+
"F1_coffee": 0.6964744578065577,
|
| 270 |
+
"IoU_coffee": 0.5343005835041792,
|
| 271 |
+
"precision_coffee": 0.8566732689957436,
|
| 272 |
+
"recall_coffee": 0.586751334968971,
|
| 273 |
+
"F1_noncoffee": 0.6676670292981206,
|
| 274 |
+
"IoU_noncoffee": 0.501126252956414,
|
| 275 |
+
"kappa": 0.38758965166012904,
|
| 276 |
+
"n_pixels": 55844
|
| 277 |
+
},
|
| 278 |
+
{
|
| 279 |
+
"OA": 0.6931989112527756,
|
| 280 |
+
"mIoU": 0.5301043363361349,
|
| 281 |
+
"macroF1": 0.6928076453853187,
|
| 282 |
+
"F1_coffee": 0.7037709424762695,
|
| 283 |
+
"IoU_coffee": 0.542937174869948,
|
| 284 |
+
"precision_coffee": 0.8775439806829941,
|
| 285 |
+
"recall_coffee": 0.5874440756241882,
|
| 286 |
+
"F1_noncoffee": 0.6818443482943678,
|
| 287 |
+
"IoU_noncoffee": 0.5172714978023216,
|
| 288 |
+
"kappa": 0.4104445437803165,
|
| 289 |
+
"n_pixels": 55844
|
| 290 |
+
},
|
| 291 |
+
{
|
| 292 |
+
"OA": 0.7122340806532483,
|
| 293 |
+
"mIoU": 0.5511797308736669,
|
| 294 |
+
"macroF1": 0.7102022336539651,
|
| 295 |
+
"F1_coffee": 0.7344679444811633,
|
| 296 |
+
"IoU_coffee": 0.5803629716673195,
|
| 297 |
+
"precision_coffee": 0.8589371980676328,
|
| 298 |
+
"recall_coffee": 0.6415067109250974,
|
| 299 |
+
"F1_noncoffee": 0.6859365228267668,
|
| 300 |
+
"IoU_noncoffee": 0.5219964900800143,
|
| 301 |
+
"kappa": 0.434451092463674,
|
| 302 |
+
"n_pixels": 55844
|
| 303 |
+
},
|
| 304 |
+
{
|
| 305 |
+
"OA": 0.6829739989972065,
|
| 306 |
+
"mIoU": 0.5183979029107957,
|
| 307 |
+
"macroF1": 0.682774053470494,
|
| 308 |
+
"F1_coffee": 0.6907382175173812,
|
| 309 |
+
"IoU_coffee": 0.5275783855903936,
|
| 310 |
+
"precision_coffee": 0.8747843015795761,
|
| 311 |
+
"recall_coffee": 0.5706739789291384,
|
| 312 |
+
"F1_noncoffee": 0.6748098894236068,
|
| 313 |
+
"IoU_noncoffee": 0.5092174202311979,
|
| 314 |
+
"kappa": 0.39376463310073845,
|
| 315 |
+
"n_pixels": 55844
|
| 316 |
+
},
|
| 317 |
+
{
|
| 318 |
+
"OA": 0.7216352696798224,
|
| 319 |
+
"mIoU": 0.5619860470653593,
|
| 320 |
+
"macroF1": 0.7190009740170092,
|
| 321 |
+
"F1_coffee": 0.7462082251718339,
|
| 322 |
+
"IoU_coffee": 0.5951612063128288,
|
| 323 |
+
"precision_coffee": 0.8589415921220778,
|
| 324 |
+
"recall_coffee": 0.6596334247366142,
|
| 325 |
+
"F1_noncoffee": 0.6917937228621845,
|
| 326 |
+
"IoU_noncoffee": 0.5288108878178898,
|
| 327 |
+
"kappa": 0.44951750999237083,
|
| 328 |
+
"n_pixels": 55844
|
| 329 |
+
},
|
| 330 |
+
{
|
| 331 |
+
"OA": 0.7159050211302915,
|
| 332 |
+
"mIoU": 0.5555348387466486,
|
| 333 |
+
"macroF1": 0.7138002450732117,
|
| 334 |
+
"F1_coffee": 0.7383438061781538,
|
| 335 |
+
"IoU_coffee": 0.5852179141938352,
|
| 336 |
+
"precision_coffee": 0.8613206095120824,
|
| 337 |
+
"recall_coffee": 0.6460961177659114,
|
| 338 |
+
"F1_noncoffee": 0.6892566839682696,
|
| 339 |
+
"IoU_noncoffee": 0.525851763299462,
|
| 340 |
+
"kappa": 0.4411304937250698,
|
| 341 |
+
"n_pixels": 55844
|
| 342 |
+
},
|
| 343 |
+
{
|
| 344 |
+
"OA": 0.7226738772294248,
|
| 345 |
+
"mIoU": 0.5626339033387062,
|
| 346 |
+
"macroF1": 0.7193901463890213,
|
| 347 |
+
"F1_coffee": 0.7497454956774663,
|
| 348 |
+
"IoU_coffee": 0.5996743007806442,
|
| 349 |
+
"precision_coffee": 0.8516519823788546,
|
| 350 |
+
"recall_coffee": 0.669620435849329,
|
| 351 |
+
"F1_noncoffee": 0.6890347971005762,
|
| 352 |
+
"IoU_noncoffee": 0.5255935058967682,
|
| 353 |
+
"kappa": 0.44859061738765,
|
| 354 |
+
"n_pixels": 55844
|
| 355 |
+
},
|
| 356 |
+
{
|
| 357 |
+
"OA": 0.7207399183439581,
|
| 358 |
+
"mIoU": 0.5613996742513562,
|
| 359 |
+
"macroF1": 0.7186359950057332,
|
| 360 |
+
"F1_coffee": 0.7429663936182487,
|
| 361 |
+
"IoU_coffee": 0.5910473593119001,
|
| 362 |
+
"precision_coffee": 0.865952051636699,
|
| 363 |
+
"recall_coffee": 0.6505700678308558,
|
| 364 |
+
"F1_noncoffee": 0.6943055963932176,
|
| 365 |
+
"IoU_noncoffee": 0.5317519891908122,
|
| 366 |
+
"kappa": 0.4504552224866517,
|
| 367 |
+
"n_pixels": 55844
|
| 368 |
+
},
|
| 369 |
+
{
|
| 370 |
+
"OA": 0.7466692930305852,
|
| 371 |
+
"mIoU": 0.5894438704200257,
|
| 372 |
+
"macroF1": 0.7404078089613064,
|
| 373 |
+
"F1_coffee": 0.780724460219787,
|
| 374 |
+
"IoU_coffee": 0.6403183158751145,
|
| 375 |
+
"precision_coffee": 0.8430972147830744,
|
| 376 |
+
"recall_coffee": 0.7269447250685525,
|
| 377 |
+
"F1_noncoffee": 0.7000911577028259,
|
| 378 |
+
"IoU_noncoffee": 0.5385694249649369,
|
| 379 |
+
"kappa": 0.4846732103543102,
|
| 380 |
+
"n_pixels": 55844
|
| 381 |
+
},
|
| 382 |
+
{
|
| 383 |
+
"OA": 0.7377695007520951,
|
| 384 |
+
"mIoU": 0.5799568759105858,
|
| 385 |
+
"macroF1": 0.7331749345979672,
|
| 386 |
+
"F1_coffee": 0.7681884379155322,
|
| 387 |
+
"IoU_coffee": 0.6236249614475172,
|
| 388 |
+
"precision_coffee": 0.850562624881691,
|
| 389 |
+
"recall_coffee": 0.7003608024245923,
|
| 390 |
+
"F1_noncoffee": 0.6981614312804023,
|
| 391 |
+
"IoU_noncoffee": 0.5362887903736542,
|
| 392 |
+
"kappa": 0.4727885100048826,
|
| 393 |
+
"n_pixels": 55844
|
| 394 |
+
},
|
| 395 |
+
{
|
| 396 |
+
"OA": 0.7035312656686484,
|
| 397 |
+
"mIoU": 0.5413223548108321,
|
| 398 |
+
"macroF1": 0.7020797200134244,
|
| 399 |
+
"F1_coffee": 0.7228750292926249,
|
| 400 |
+
"IoU_coffee": 0.5660174578625914,
|
| 401 |
+
"precision_coffee": 0.8603817189305495,
|
| 402 |
+
"recall_coffee": 0.6232645403377111,
|
| 403 |
+
"F1_noncoffee": 0.681284410734224,
|
| 404 |
+
"IoU_noncoffee": 0.5166272517590728,
|
| 405 |
+
"kappa": 0.4211633567104713,
|
| 406 |
+
"n_pixels": 55844
|
| 407 |
+
},
|
| 408 |
+
{
|
| 409 |
+
"OA": 0.7542081512785617,
|
| 410 |
+
"mIoU": 0.6002102447091331,
|
| 411 |
+
"macroF1": 0.7491498142208168,
|
| 412 |
+
"F1_coffee": 0.7847712233825697,
|
| 413 |
+
"IoU_coffee": 0.6457806451612903,
|
| 414 |
+
"precision_coffee": 0.8590751484774624,
|
| 415 |
+
"recall_coffee": 0.7222975898398037,
|
| 416 |
+
"F1_noncoffee": 0.7135284050590641,
|
| 417 |
+
"IoU_noncoffee": 0.554639844256976,
|
| 418 |
+
"kappa": 0.5032459669082527,
|
| 419 |
+
"n_pixels": 55844
|
| 420 |
+
},
|
| 421 |
+
{
|
| 422 |
+
"OA": 0.6940763555619225,
|
| 423 |
+
"mIoU": 0.529839434852414,
|
| 424 |
+
"macroF1": 0.6922414462700738,
|
| 425 |
+
"F1_coffee": 0.7160050535274952,
|
| 426 |
+
"IoU_coffee": 0.557638529259451,
|
| 427 |
+
"precision_coffee": 0.8441848614323233,
|
| 428 |
+
"recall_coffee": 0.6216192812815702,
|
| 429 |
+
"F1_noncoffee": 0.6684778390126523,
|
| 430 |
+
"IoU_noncoffee": 0.5020403404453772,
|
| 431 |
+
"kappa": 0.4006143065870819,
|
| 432 |
+
"n_pixels": 55844
|
| 433 |
+
},
|
| 434 |
+
{
|
| 435 |
+
"OA": 0.7229962037103359,
|
| 436 |
+
"mIoU": 0.564145913380449,
|
| 437 |
+
"macroF1": 0.7208865743616117,
|
| 438 |
+
"F1_coffee": 0.7451523089342493,
|
| 439 |
+
"IoU_coffee": 0.5938189265833421,
|
| 440 |
+
"precision_coffee": 0.8680049128732632,
|
| 441 |
+
"recall_coffee": 0.652763746572377,
|
| 442 |
+
"F1_noncoffee": 0.696620839788974,
|
| 443 |
+
"IoU_noncoffee": 0.5344729001775558,
|
| 444 |
+
"kappa": 0.45477499924993364,
|
| 445 |
+
"n_pixels": 55844
|
| 446 |
+
},
|
| 447 |
+
{
|
| 448 |
+
"OA": 0.718143399469952,
|
| 449 |
+
"mIoU": 0.5592763138891435,
|
| 450 |
+
"macroF1": 0.7171303135878401,
|
| 451 |
+
"F1_coffee": 0.7340587301050924,
|
| 452 |
+
"IoU_coffee": 0.579852120759149,
|
| 453 |
+
"precision_coffee": 0.8851717533922823,
|
| 454 |
+
"recall_coffee": 0.6270168855534709,
|
| 455 |
+
"F1_noncoffee": 0.7002018970705878,
|
| 456 |
+
"IoU_noncoffee": 0.5387005070191377,
|
| 457 |
+
"kappa": 0.452256345736344,
|
| 458 |
+
"n_pixels": 55844
|
| 459 |
+
},
|
| 460 |
+
{
|
| 461 |
+
"OA": 0.7879091755604899,
|
| 462 |
+
"mIoU": 0.6370753737423682,
|
| 463 |
+
"macroF1": 0.7761602866647856,
|
| 464 |
+
"F1_coffee": 0.8274425245490836,
|
| 465 |
+
"IoU_coffee": 0.7056733182574986,
|
| 466 |
+
"precision_coffee": 0.835377871914806,
|
| 467 |
+
"recall_coffee": 0.8196565160917881,
|
| 468 |
+
"F1_noncoffee": 0.7248780487804878,
|
| 469 |
+
"IoU_noncoffee": 0.568477429227238,
|
| 470 |
+
"kappa": 0.5523849698017759,
|
| 471 |
+
"n_pixels": 55844
|
| 472 |
+
},
|
| 473 |
+
{
|
| 474 |
+
"OA": 0.7279206360575889,
|
| 475 |
+
"mIoU": 0.569575118882216,
|
| 476 |
+
"macroF1": 0.7251787188131269,
|
| 477 |
+
"F1_coffee": 0.7526293510468561,
|
| 478 |
+
"IoU_coffee": 0.6033726636733842,
|
| 479 |
+
"precision_coffee": 0.8632034955372148,
|
| 480 |
+
"recall_coffee": 0.6671669793621013,
|
| 481 |
+
"F1_noncoffee": 0.6977280865793976,
|
| 482 |
+
"IoU_noncoffee": 0.535777574091048,
|
| 483 |
+
"kappa": 0.46116154774338436,
|
| 484 |
+
"n_pixels": 55844
|
| 485 |
+
},
|
| 486 |
+
{
|
| 487 |
+
"OA": 0.7680502829310222,
|
| 488 |
+
"mIoU": 0.6147142924852518,
|
| 489 |
+
"macroF1": 0.7597911161743907,
|
| 490 |
+
"F1_coffee": 0.8043323917279718,
|
| 491 |
+
"IoU_coffee": 0.6727056802102285,
|
| 492 |
+
"precision_coffee": 0.8437282119541104,
|
| 493 |
+
"recall_coffee": 0.7684514359936498,
|
| 494 |
+
"F1_noncoffee": 0.7152498406208094,
|
| 495 |
+
"IoU_noncoffee": 0.5567229047602752,
|
| 496 |
+
"kappa": 0.5211016721974425,
|
| 497 |
+
"n_pixels": 55844
|
| 498 |
+
},
|
| 499 |
+
{
|
| 500 |
+
"OA": 0.7377157796719432,
|
| 501 |
+
"mIoU": 0.5816698935231679,
|
| 502 |
+
"macroF1": 0.7349299237743843,
|
| 503 |
+
"F1_coffee": 0.7621043057382774,
|
| 504 |
+
"IoU_coffee": 0.6156450089220111,
|
| 505 |
+
"precision_coffee": 0.8713786955875799,
|
| 506 |
+
"recall_coffee": 0.6771828546687834,
|
| 507 |
+
"F1_noncoffee": 0.707755541810491,
|
| 508 |
+
"IoU_noncoffee": 0.5476947781243245,
|
| 509 |
+
"kappa": 0.47990746810127755,
|
| 510 |
+
"n_pixels": 55844
|
| 511 |
+
},
|
| 512 |
+
{
|
| 513 |
+
"OA": 0.725592722584342,
|
| 514 |
+
"mIoU": 0.5662368201995109,
|
| 515 |
+
"macroF1": 0.7223489927241746,
|
| 516 |
+
"F1_coffee": 0.7523594053005818,
|
| 517 |
+
"IoU_coffee": 0.6030257499611419,
|
| 518 |
+
"precision_coffee": 0.8547090141362218,
|
| 519 |
+
"recall_coffee": 0.6719007071727522,
|
| 520 |
+
"F1_noncoffee": 0.6923385801477674,
|
| 521 |
+
"IoU_noncoffee": 0.52944789043788,
|
| 522 |
+
"kappa": 0.4544175629924578,
|
| 523 |
+
"n_pixels": 55844
|
| 524 |
+
},
|
| 525 |
+
{
|
| 526 |
+
"OA": 0.7148843206074064,
|
| 527 |
+
"mIoU": 0.5551217812167162,
|
| 528 |
+
"macroF1": 0.7136529853848633,
|
| 529 |
+
"F1_coffee": 0.7324303431586731,
|
| 530 |
+
"IoU_coffee": 0.5778225592618126,
|
| 531 |
+
"precision_coffee": 0.8765536382285507,
|
| 532 |
+
"recall_coffee": 0.6290085149372204,
|
| 533 |
+
"F1_noncoffee": 0.6948756276110536,
|
| 534 |
+
"IoU_noncoffee": 0.5324210031716199,
|
| 535 |
+
"kappa": 0.4444332223521713,
|
| 536 |
+
"n_pixels": 55844
|
| 537 |
+
},
|
| 538 |
+
{
|
| 539 |
+
"OA": 0.7517548886182939,
|
| 540 |
+
"mIoU": 0.5989684935214739,
|
| 541 |
+
"macroF1": 0.7485495825486106,
|
| 542 |
+
"F1_coffee": 0.7769392910585851,
|
| 543 |
+
"IoU_coffee": 0.635241803925696,
|
| 544 |
+
"precision_coffee": 0.8777995927865038,
|
| 545 |
+
"recall_coffee": 0.6968682349545389,
|
| 546 |
+
"F1_noncoffee": 0.7201598740386362,
|
| 547 |
+
"IoU_noncoffee": 0.5626951831172519,
|
| 548 |
+
"kappa": 0.5052929541933773,
|
| 549 |
+
"n_pixels": 55844
|
| 550 |
+
},
|
| 551 |
+
{
|
| 552 |
+
"OA": 0.753402335076284,
|
| 553 |
+
"mIoU": 0.6001477003425728,
|
| 554 |
+
"macroF1": 0.7492913121078002,
|
| 555 |
+
"F1_coffee": 0.7813953488372093,
|
| 556 |
+
"IoU_coffee": 0.6412213740458015,
|
| 557 |
+
"precision_coffee": 0.8681481481481481,
|
| 558 |
+
"recall_coffee": 0.7104055419252417,
|
| 559 |
+
"F1_noncoffee": 0.7171872753783911,
|
| 560 |
+
"IoU_noncoffee": 0.5590740266393442,
|
| 561 |
+
"kappa": 0.5049776698263188,
|
| 562 |
+
"n_pixels": 55844
|
| 563 |
+
},
|
| 564 |
+
{
|
| 565 |
+
"OA": 0.7494806962251988,
|
| 566 |
+
"mIoU": 0.5943211603105325,
|
| 567 |
+
"macroF1": 0.7445428671787745,
|
| 568 |
+
"F1_coffee": 0.7800591120613759,
|
| 569 |
+
"IoU_coffee": 0.6394236964870229,
|
| 570 |
+
"precision_coffee": 0.856575630977454,
|
| 571 |
+
"recall_coffee": 0.7160917881368163,
|
| 572 |
+
"F1_noncoffee": 0.7090266222961731,
|
| 573 |
+
"IoU_noncoffee": 0.5492186241340422,
|
| 574 |
+
"kappa": 0.4944229361441567,
|
| 575 |
+
"n_pixels": 55844
|
| 576 |
+
},
|
| 577 |
+
{
|
| 578 |
+
"OA": 0.7351550748513717,
|
| 579 |
+
"mIoU": 0.5781634661296242,
|
| 580 |
+
"macroF1": 0.7320474274176612,
|
| 581 |
+
"F1_coffee": 0.7609040059491092,
|
| 582 |
+
"IoU_coffee": 0.6140799499008455,
|
| 583 |
+
"precision_coffee": 0.8648072612354389,
|
| 584 |
+
"recall_coffee": 0.6792899408284023,
|
| 585 |
+
"F1_noncoffee": 0.7031908488862131,
|
| 586 |
+
"IoU_noncoffee": 0.542246982358403,
|
| 587 |
+
"kappa": 0.4735289261547773,
|
| 588 |
+
"n_pixels": 55844
|
| 589 |
+
},
|
| 590 |
+
{
|
| 591 |
+
"OA": 0.7090287228708545,
|
| 592 |
+
"mIoU": 0.5485377039225257,
|
| 593 |
+
"macroF1": 0.7082927532082828,
|
| 594 |
+
"F1_coffee": 0.7229449777489813,
|
| 595 |
+
"IoU_coffee": 0.5661032337312077,
|
| 596 |
+
"precision_coffee": 0.8831861356440593,
|
| 597 |
+
"recall_coffee": 0.6119209121085294,
|
| 598 |
+
"F1_noncoffee": 0.6936405286675842,
|
| 599 |
+
"IoU_noncoffee": 0.5309721741138437,
|
| 600 |
+
"kappa": 0.43707628646578867,
|
| 601 |
+
"n_pixels": 55844
|
| 602 |
+
},
|
| 603 |
+
{
|
| 604 |
+
"OA": 0.7645763197478691,
|
| 605 |
+
"mIoU": 0.6128466018148728,
|
| 606 |
+
"macroF1": 0.7588423528742301,
|
| 607 |
+
"F1_coffee": 0.7960282367543248,
|
| 608 |
+
"IoU_coffee": 0.6611685265843664,
|
| 609 |
+
"precision_coffee": 0.8605836967460584,
|
| 610 |
+
"recall_coffee": 0.7404820320392553,
|
| 611 |
+
"F1_noncoffee": 0.7216564689941355,
|
| 612 |
+
"IoU_noncoffee": 0.5645246770453792,
|
| 613 |
+
"kappa": 0.5213600645657722,
|
| 614 |
+
"n_pixels": 55844
|
| 615 |
+
},
|
| 616 |
+
{
|
| 617 |
+
"OA": 0.7267924933744001,
|
| 618 |
+
"mIoU": 0.5677194284287124,
|
| 619 |
+
"macroF1": 0.7235618629974694,
|
| 620 |
+
"F1_coffee": 0.7534461304762367,
|
| 621 |
+
"IoU_coffee": 0.6044232414633514,
|
| 622 |
+
"precision_coffee": 0.8559259803201645,
|
| 623 |
+
"recall_coffee": 0.6728820897676432,
|
| 624 |
+
"F1_noncoffee": 0.6936775955187022,
|
| 625 |
+
"IoU_noncoffee": 0.5310156153940735,
|
| 626 |
+
"kappa": 0.4567983164533048,
|
| 627 |
+
"n_pixels": 55844
|
| 628 |
+
},
|
| 629 |
+
{
|
| 630 |
+
"OA": 0.7646658548814554,
|
| 631 |
+
"mIoU": 0.6094370266671028,
|
| 632 |
+
"macroF1": 0.7555359590422692,
|
| 633 |
+
"F1_coffee": 0.8027792784680953,
|
| 634 |
+
"IoU_coffee": 0.6705357366692571,
|
| 635 |
+
"precision_coffee": 0.8360788971898346,
|
| 636 |
+
"recall_coffee": 0.7720305960456054,
|
| 637 |
+
"F1_noncoffee": 0.7082926396164432,
|
| 638 |
+
"IoU_noncoffee": 0.5483383166649483,
|
| 639 |
+
"kappa": 0.5122163923812755,
|
| 640 |
+
"n_pixels": 55844
|
| 641 |
+
},
|
| 642 |
+
{
|
| 643 |
+
"OA": 0.7324332067903445,
|
| 644 |
+
"mIoU": 0.5754478590555197,
|
| 645 |
+
"macroF1": 0.7300030757775933,
|
| 646 |
+
"F1_coffee": 0.755618069412188,
|
| 647 |
+
"IoU_coffee": 0.6072235949739762,
|
| 648 |
+
"precision_coffee": 0.8717968071857192,
|
| 649 |
+
"recall_coffee": 0.666762880646558,
|
| 650 |
+
"F1_noncoffee": 0.7043880821429984,
|
| 651 |
+
"IoU_noncoffee": 0.5436721231370633,
|
| 652 |
+
"kappa": 0.471362368548246,
|
| 653 |
+
"n_pixels": 55844
|
| 654 |
+
},
|
| 655 |
+
{
|
| 656 |
+
"OA": 0.75889979227849,
|
| 657 |
+
"mIoU": 0.6024460142833106,
|
| 658 |
+
"macroF1": 0.7501612188065214,
|
| 659 |
+
"F1_coffee": 0.7968863142650253,
|
| 660 |
+
"IoU_coffee": 0.6623532952151671,
|
| 661 |
+
"precision_coffee": 0.8346869765824985,
|
| 662 |
+
"recall_coffee": 0.7623610910665319,
|
| 663 |
+
"F1_noncoffee": 0.7034361233480176,
|
| 664 |
+
"IoU_noncoffee": 0.5425387333514542,
|
| 665 |
+
"kappa": 0.50181427636756,
|
| 666 |
+
"n_pixels": 55844
|
| 667 |
+
},
|
| 668 |
+
{
|
| 669 |
+
"OA": 0.7518086096984457,
|
| 670 |
+
"mIoU": 0.5961798605539028,
|
| 671 |
+
"macroF1": 0.7457880960509844,
|
| 672 |
+
"F1_coffee": 0.7849095254353021,
|
| 673 |
+
"IoU_coffee": 0.6459679685304861,
|
| 674 |
+
"precision_coffee": 0.848823549155842,
|
| 675 |
+
"recall_coffee": 0.7299466012411603,
|
| 676 |
+
"F1_noncoffee": 0.7066666666666667,
|
| 677 |
+
"IoU_noncoffee": 0.5463917525773195,
|
| 678 |
+
"kappa": 0.4954772150349549,
|
| 679 |
+
"n_pixels": 55844
|
| 680 |
+
},
|
| 681 |
+
{
|
| 682 |
+
"OA": 0.7522562853663778,
|
| 683 |
+
"mIoU": 0.5962271892305431,
|
| 684 |
+
"macroF1": 0.7457205355370045,
|
| 685 |
+
"F1_coffee": 0.7864870287204655,
|
| 686 |
+
"IoU_coffee": 0.648107640655204,
|
| 687 |
+
"precision_coffee": 0.8450849031573362,
|
| 688 |
+
"recall_coffee": 0.735488526482898,
|
| 689 |
+
"F1_noncoffee": 0.7049540423535433,
|
| 690 |
+
"IoU_noncoffee": 0.5443467378058822,
|
| 691 |
+
"kappa": 0.4947976265203913,
|
| 692 |
+
"n_pixels": 55844
|
| 693 |
+
},
|
| 694 |
+
{
|
| 695 |
+
"OA": 0.7667072559272259,
|
| 696 |
+
"mIoU": 0.615739066726631,
|
| 697 |
+
"macroF1": 0.7610939112405768,
|
| 698 |
+
"F1_coffee": 0.7977144276752997,
|
| 699 |
+
"IoU_coffee": 0.6634982952784378,
|
| 700 |
+
"precision_coffee": 0.863201048422326,
|
| 701 |
+
"recall_coffee": 0.7414634146341463,
|
| 702 |
+
"F1_noncoffee": 0.724473394805854,
|
| 703 |
+
"IoU_noncoffee": 0.5679798381748242,
|
| 704 |
+
"kappa": 0.5259044221147683,
|
| 705 |
+
"n_pixels": 55844
|
| 706 |
+
},
|
| 707 |
+
{
|
| 708 |
+
"OA": 0.7561062961105938,
|
| 709 |
+
"mIoU": 0.5981734850451252,
|
| 710 |
+
"macroF1": 0.7466625339606376,
|
| 711 |
+
"F1_coffee": 0.7955753009335694,
|
| 712 |
+
"IoU_coffee": 0.6605438277297311,
|
| 713 |
+
"precision_coffee": 0.82871079703574,
|
| 714 |
+
"recall_coffee": 0.7649877327175638,
|
| 715 |
+
"F1_noncoffee": 0.6977497669877059,
|
| 716 |
+
"IoU_noncoffee": 0.5358031423605194,
|
| 717 |
+
"kappa": 0.4945199313616277,
|
| 718 |
+
"n_pixels": 55844
|
| 719 |
+
},
|
| 720 |
+
{
|
| 721 |
+
"OA": 0.769751450469164,
|
| 722 |
+
"mIoU": 0.6166723974058387,
|
| 723 |
+
"macroF1": 0.7612530677179817,
|
| 724 |
+
"F1_coffee": 0.8062970774329618,
|
| 725 |
+
"IoU_coffee": 0.6754587445417602,
|
| 726 |
+
"precision_coffee": 0.8432645344257129,
|
| 727 |
+
"recall_coffee": 0.7724346947611488,
|
| 728 |
+
"F1_noncoffee": 0.7162090580030017,
|
| 729 |
+
"IoU_noncoffee": 0.5578860502699171,
|
| 730 |
+
"kappa": 0.5238468012775301,
|
| 731 |
+
"n_pixels": 55844
|
| 732 |
+
},
|
| 733 |
+
{
|
| 734 |
+
"OA": 0.7764128644079937,
|
| 735 |
+
"mIoU": 0.6268980702956805,
|
| 736 |
+
"macroF1": 0.7693412770251551,
|
| 737 |
+
"F1_coffee": 0.8097284447289019,
|
| 738 |
+
"IoU_coffee": 0.6802888308495929,
|
| 739 |
+
"precision_coffee": 0.8576685928269361,
|
| 740 |
+
"recall_coffee": 0.7668639053254438,
|
| 741 |
+
"F1_noncoffee": 0.7289541093214084,
|
| 742 |
+
"IoU_noncoffee": 0.573507309741768,
|
| 743 |
+
"kappa": 0.5407266437028644,
|
| 744 |
+
"n_pixels": 55844
|
| 745 |
+
},
|
| 746 |
+
{
|
| 747 |
+
"OA": 0.7710944774729603,
|
| 748 |
+
"mIoU": 0.6197852190001383,
|
| 749 |
+
"macroF1": 0.7638928175331432,
|
| 750 |
+
"F1_coffee": 0.805128283305639,
|
| 751 |
+
"IoU_coffee": 0.673819852003062,
|
| 752 |
+
"precision_coffee": 0.8531597311966916,
|
| 753 |
+
"recall_coffee": 0.7622167700966951,
|
| 754 |
+
"F1_noncoffee": 0.7226573517606474,
|
| 755 |
+
"IoU_noncoffee": 0.5657505859972144,
|
| 756 |
+
"kappa": 0.5299061584620081,
|
| 757 |
+
"n_pixels": 55844
|
| 758 |
+
},
|
| 759 |
+
{
|
| 760 |
+
"OA": 0.7461678962825012,
|
| 761 |
+
"mIoU": 0.5879038884690089,
|
| 762 |
+
"macroF1": 0.7389928019395908,
|
| 763 |
+
"F1_coffee": 0.7822680982443205,
|
| 764 |
+
"IoU_coffee": 0.6423976386891698,
|
| 765 |
+
"precision_coffee": 0.8360365092914833,
|
| 766 |
+
"recall_coffee": 0.7349978351854525,
|
| 767 |
+
"F1_noncoffee": 0.695717505634861,
|
| 768 |
+
"IoU_noncoffee": 0.533410138248848,
|
| 769 |
+
"kappa": 0.4809857204308742,
|
| 770 |
+
"n_pixels": 55844
|
| 771 |
+
},
|
| 772 |
+
{
|
| 773 |
+
"OA": 0.7607621230570876,
|
| 774 |
+
"mIoU": 0.6093656140306474,
|
| 775 |
+
"macroF1": 0.7564247598103857,
|
| 776 |
+
"F1_coffee": 0.788928210313448,
|
| 777 |
+
"IoU_coffee": 0.6514297641410979,
|
| 778 |
+
"precision_coffee": 0.8714530033855712,
|
| 779 |
+
"recall_coffee": 0.7206811949776303,
|
| 780 |
+
"F1_noncoffee": 0.7239213093073236,
|
| 781 |
+
"IoU_noncoffee": 0.5673014639201969,
|
| 782 |
+
"kappa": 0.5184973586979128,
|
| 783 |
+
"n_pixels": 55844
|
| 784 |
+
},
|
| 785 |
+
{
|
| 786 |
+
"OA": 0.7552825728815987,
|
| 787 |
+
"mIoU": 0.5997015893714001,
|
| 788 |
+
"macroF1": 0.7483789444522226,
|
| 789 |
+
"F1_coffee": 0.7900574553722309,
|
| 790 |
+
"IoU_coffee": 0.6529710512950736,
|
| 791 |
+
"precision_coffee": 0.8444940720549114,
|
| 792 |
+
"recall_coffee": 0.7422138836772983,
|
| 793 |
+
"F1_noncoffee": 0.7067004335322145,
|
| 794 |
+
"IoU_noncoffee": 0.5464321274477265,
|
| 795 |
+
"kappa": 0.49966233420783734,
|
| 796 |
+
"n_pixels": 55844
|
| 797 |
+
},
|
| 798 |
+
{
|
| 799 |
+
"OA": 0.7727598309576678,
|
| 800 |
+
"mIoU": 0.6171686166892237,
|
| 801 |
+
"macroF1": 0.7610026785452855,
|
| 802 |
+
"F1_coffee": 0.8140114319214422,
|
| 803 |
+
"IoU_coffee": 0.6863568956994562,
|
| 804 |
+
"precision_coffee": 0.8268572279291351,
|
| 805 |
+
"recall_coffee": 0.8015586664742387,
|
| 806 |
+
"F1_noncoffee": 0.7079939251691288,
|
| 807 |
+
"IoU_noncoffee": 0.5479803376789912,
|
| 808 |
+
"kappa": 0.5221864181737037,
|
| 809 |
+
"n_pixels": 55844
|
| 810 |
+
},
|
| 811 |
+
{
|
| 812 |
+
"OA": 0.739273690996347,
|
| 813 |
+
"mIoU": 0.583048478637733,
|
| 814 |
+
"macroF1": 0.7359126354910854,
|
| 815 |
+
"F1_coffee": 0.7657054582904222,
|
| 816 |
+
"IoU_coffee": 0.6203587818105966,
|
| 817 |
+
"precision_coffee": 0.8651950980035638,
|
| 818 |
+
"recall_coffee": 0.6867369028719873,
|
| 819 |
+
"F1_noncoffee": 0.7061198126917487,
|
| 820 |
+
"IoU_noncoffee": 0.5457381754648696,
|
| 821 |
+
"kappa": 0.4804425338838471,
|
| 822 |
+
"n_pixels": 55844
|
| 823 |
+
},
|
| 824 |
+
{
|
| 825 |
+
"OA": 0.7556586204426617,
|
| 826 |
+
"mIoU": 0.5999286256841574,
|
| 827 |
+
"macroF1": 0.7485071093489502,
|
| 828 |
+
"F1_coffee": 0.7909164738511515,
|
| 829 |
+
"IoU_coffee": 0.654145438876638,
|
| 830 |
+
"precision_coffee": 0.8429579304938595,
|
| 831 |
+
"recall_coffee": 0.7449271179102324,
|
| 832 |
+
"F1_noncoffee": 0.7060977448467487,
|
| 833 |
+
"IoU_noncoffee": 0.5457118124916767,
|
| 834 |
+
"kappa": 0.4996946540214273,
|
| 835 |
+
"n_pixels": 55844
|
| 836 |
+
},
|
| 837 |
+
{
|
| 838 |
+
"OA": 0.7599742138815271,
|
| 839 |
+
"mIoU": 0.6061759139275362,
|
| 840 |
+
"macroF1": 0.7535326783055915,
|
| 841 |
+
"F1_coffee": 0.7933777284498705,
|
| 842 |
+
"IoU_coffee": 0.6575195462210639,
|
| 843 |
+
"precision_coffee": 0.8513580573659312,
|
| 844 |
+
"recall_coffee": 0.742791167556646,
|
| 845 |
+
"F1_noncoffee": 0.7136876281613124,
|
| 846 |
+
"IoU_noncoffee": 0.5548322816340087,
|
| 847 |
+
"kappa": 0.5102131552798693,
|
| 848 |
+
"n_pixels": 55844
|
| 849 |
+
},
|
| 850 |
+
{
|
| 851 |
+
"OA": 0.77195401475539,
|
| 852 |
+
"mIoU": 0.6197558853633394,
|
| 853 |
+
"macroF1": 0.7636606769677597,
|
| 854 |
+
"F1_coffee": 0.8079330367242289,
|
| 855 |
+
"IoU_coffee": 0.6777580971659919,
|
| 856 |
+
"precision_coffee": 0.8460202147820594,
|
| 857 |
+
"recall_coffee": 0.773127435416366,
|
| 858 |
+
"F1_noncoffee": 0.7193883172112906,
|
| 859 |
+
"IoU_noncoffee": 0.5617536735606868,
|
| 860 |
+
"kappa": 0.5287168579673913,
|
| 861 |
+
"n_pixels": 55844
|
| 862 |
+
}
|
| 863 |
+
],
|
| 864 |
+
"epoch_min": [
|
| 865 |
+
0.030942881107330324,
|
| 866 |
+
0.030728809038798013,
|
| 867 |
+
0.030707915623982746,
|
| 868 |
+
0.031099287668863933,
|
| 869 |
+
0.031007798512776692,
|
| 870 |
+
0.030635873476664226,
|
| 871 |
+
0.030766749382019044,
|
| 872 |
+
0.03063863515853882,
|
| 873 |
+
0.03066678047180176,
|
| 874 |
+
0.030665417512257893,
|
| 875 |
+
0.030626149972279866,
|
| 876 |
+
0.03124203284581502,
|
| 877 |
+
0.030769975980122884,
|
| 878 |
+
0.030571659406026203,
|
| 879 |
+
0.030541141827901203,
|
| 880 |
+
0.030651708443959553,
|
| 881 |
+
0.030913798014322917,
|
| 882 |
+
0.030966397126515707,
|
| 883 |
+
0.03068233331044515,
|
| 884 |
+
0.031142520904541015,
|
| 885 |
+
0.031174182891845703,
|
| 886 |
+
0.030674322446187337,
|
| 887 |
+
0.030881539980570475,
|
| 888 |
+
0.030781575043996177,
|
| 889 |
+
0.03078689972559611,
|
| 890 |
+
0.031091793378194173,
|
| 891 |
+
0.03082894484202067,
|
| 892 |
+
0.030539941787719727,
|
| 893 |
+
0.030443012714385986,
|
| 894 |
+
0.03050548235575358,
|
| 895 |
+
0.030807669957478842,
|
| 896 |
+
0.030756922562917073,
|
| 897 |
+
0.03061389128367106,
|
| 898 |
+
0.030628748734792075,
|
| 899 |
+
0.030457798639933267,
|
| 900 |
+
0.030538264910380045,
|
| 901 |
+
0.03045665423075358,
|
| 902 |
+
0.030599900086720786,
|
| 903 |
+
0.031020450592041015,
|
| 904 |
+
0.03052256107330322,
|
| 905 |
+
0.03075831731160482,
|
| 906 |
+
0.030670368671417238,
|
| 907 |
+
0.03064718246459961,
|
| 908 |
+
0.030674739678700765,
|
| 909 |
+
0.030614296595255535,
|
| 910 |
+
0.030694568157196046,
|
| 911 |
+
0.03069648742675781,
|
| 912 |
+
0.03053605556488037,
|
| 913 |
+
0.03056856393814087,
|
| 914 |
+
0.03078145980834961,
|
| 915 |
+
0.030544312795003255,
|
| 916 |
+
0.03054260810216268,
|
| 917 |
+
0.030531736214955647,
|
| 918 |
+
0.03059309720993042,
|
| 919 |
+
0.030495206514994305,
|
| 920 |
+
0.03064753214518229,
|
| 921 |
+
0.030979224046071372
|
| 922 |
+
]
|
| 923 |
+
}
|
vicoffee/vc11_utae_cloudmask/runs/vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05/results.json
ADDED
|
@@ -0,0 +1,453 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_name": "vc11_utae_cloudmask_ssl_lp_m75_es50p30_spatial_f4_s0_r0.05",
|
| 3 |
+
"mode": "ssl_lp",
|
| 4 |
+
"ssl_variant": "m75",
|
| 5 |
+
"lpft_variant": "",
|
| 6 |
+
"run_variant": "es50p30",
|
| 7 |
+
"preset": "M75_mask",
|
| 8 |
+
"early_stop": [
|
| 9 |
+
50,
|
| 10 |
+
30,
|
| 11 |
+
100
|
| 12 |
+
],
|
| 13 |
+
"init_source": {
|
| 14 |
+
"ssl": "FRD-23/ViCoffee_Checkpoint"
|
| 15 |
+
},
|
| 16 |
+
"hf_repo_write": "FRD-23/ViCoffee_Checkpoint",
|
| 17 |
+
"recipe": null,
|
| 18 |
+
"steps_per_epoch": 64,
|
| 19 |
+
"lpft": null,
|
| 20 |
+
"experiment": "spatial",
|
| 21 |
+
"fold": 4,
|
| 22 |
+
"seed": 0,
|
| 23 |
+
"ratio": "0.05",
|
| 24 |
+
"train_years": [
|
| 25 |
+
"2023",
|
| 26 |
+
"2024",
|
| 27 |
+
"2025"
|
| 28 |
+
],
|
| 29 |
+
"test_years": [
|
| 30 |
+
"2023",
|
| 31 |
+
"2024",
|
| 32 |
+
"2025"
|
| 33 |
+
],
|
| 34 |
+
"subset_hash": "5be4ac91f416",
|
| 35 |
+
"n_blocks": 44,
|
| 36 |
+
"n_train_hard": 9396,
|
| 37 |
+
"n_train_soft": 930,
|
| 38 |
+
"best_epoch": 27,
|
| 39 |
+
"stopped_epoch": 57,
|
| 40 |
+
"best_val": 0.6370753737423682,
|
| 41 |
+
"config": {
|
| 42 |
+
"tag": "vc11_utae_cloudmask",
|
| 43 |
+
"utae": {
|
| 44 |
+
"encoder_widths": [
|
| 45 |
+
64,
|
| 46 |
+
64,
|
| 47 |
+
64,
|
| 48 |
+
128
|
| 49 |
+
],
|
| 50 |
+
"decoder_widths": [
|
| 51 |
+
32,
|
| 52 |
+
32,
|
| 53 |
+
64,
|
| 54 |
+
128
|
| 55 |
+
],
|
| 56 |
+
"out_conv": [
|
| 57 |
+
32,
|
| 58 |
+
2
|
| 59 |
+
],
|
| 60 |
+
"str_conv_k": 4,
|
| 61 |
+
"str_conv_s": 2,
|
| 62 |
+
"str_conv_p": 1,
|
| 63 |
+
"agg_mode": "att_group",
|
| 64 |
+
"encoder_norm": "group",
|
| 65 |
+
"n_head": 16,
|
| 66 |
+
"d_model": 256,
|
| 67 |
+
"d_k": 4,
|
| 68 |
+
"pad_value": 0,
|
| 69 |
+
"padding_mode": "reflect"
|
| 70 |
+
},
|
| 71 |
+
"in_channels": 10,
|
| 72 |
+
"input": "cloud_masked_reflectance_10b",
|
| 73 |
+
"clear_scl": [
|
| 74 |
+
4,
|
| 75 |
+
5,
|
| 76 |
+
6,
|
| 77 |
+
7
|
| 78 |
+
],
|
| 79 |
+
"norm": [
|
| 80 |
+
"median_iqr_clear",
|
| 81 |
+
10.0,
|
| 82 |
+
40
|
| 83 |
+
],
|
| 84 |
+
"soft_frac": [
|
| 85 |
+
0.3,
|
| 86 |
+
0.7
|
| 87 |
+
],
|
| 88 |
+
"crop": 64,
|
| 89 |
+
"crops_per_epoch": 256,
|
| 90 |
+
"bs": 4,
|
| 91 |
+
"lr": 0.001,
|
| 92 |
+
"epochs": 100,
|
| 93 |
+
"early_stop": [
|
| 94 |
+
30,
|
| 95 |
+
50
|
| 96 |
+
],
|
| 97 |
+
"min_labeled": 32,
|
| 98 |
+
"experiment": "spatial",
|
| 99 |
+
"years": {
|
| 100 |
+
"train_years": [
|
| 101 |
+
"2023",
|
| 102 |
+
"2024",
|
| 103 |
+
"2025"
|
| 104 |
+
],
|
| 105 |
+
"test_years": [
|
| 106 |
+
"2023",
|
| 107 |
+
"2024",
|
| 108 |
+
"2025"
|
| 109 |
+
],
|
| 110 |
+
"label": "Ch\u1ed7 m\u1edbi (5 fold theo \u0111i\u1ec3m, \u0111\u1ee7 3 n\u0103m)"
|
| 111 |
+
},
|
| 112 |
+
"fold": 4,
|
| 113 |
+
"seed": 0,
|
| 114 |
+
"ratio": "0.05",
|
| 115 |
+
"subset_hash": "5be4ac91f416",
|
| 116 |
+
"mode": "ssl_lp",
|
| 117 |
+
"ssl": {
|
| 118 |
+
"tag": "vc11_utae_cloudmask",
|
| 119 |
+
"kind": "ssl_temporal_masking",
|
| 120 |
+
"utae": {
|
| 121 |
+
"encoder_widths": [
|
| 122 |
+
64,
|
| 123 |
+
64,
|
| 124 |
+
64,
|
| 125 |
+
128
|
| 126 |
+
],
|
| 127 |
+
"decoder_widths": [
|
| 128 |
+
32,
|
| 129 |
+
32,
|
| 130 |
+
64,
|
| 131 |
+
128
|
| 132 |
+
],
|
| 133 |
+
"out_conv": [
|
| 134 |
+
32,
|
| 135 |
+
2
|
| 136 |
+
],
|
| 137 |
+
"str_conv_k": 4,
|
| 138 |
+
"str_conv_s": 2,
|
| 139 |
+
"str_conv_p": 1,
|
| 140 |
+
"agg_mode": "att_group",
|
| 141 |
+
"encoder_norm": "group",
|
| 142 |
+
"n_head": 16,
|
| 143 |
+
"d_model": 256,
|
| 144 |
+
"d_k": 4,
|
| 145 |
+
"pad_value": 0,
|
| 146 |
+
"padding_mode": "reflect"
|
| 147 |
+
},
|
| 148 |
+
"in_channels": 10,
|
| 149 |
+
"norm": [
|
| 150 |
+
"median_iqr_clear",
|
| 151 |
+
10.0,
|
| 152 |
+
40
|
| 153 |
+
],
|
| 154 |
+
"experiment": "spatial",
|
| 155 |
+
"years": [
|
| 156 |
+
"2023",
|
| 157 |
+
"2024",
|
| 158 |
+
"2025"
|
| 159 |
+
],
|
| 160 |
+
"fold": 4,
|
| 161 |
+
"ssl": [
|
| 162 |
+
100,
|
| 163 |
+
64,
|
| 164 |
+
4,
|
| 165 |
+
0.001,
|
| 166 |
+
0.75,
|
| 167 |
+
4,
|
| 168 |
+
0.2,
|
| 169 |
+
12,
|
| 170 |
+
15,
|
| 171 |
+
20
|
| 172 |
+
]
|
| 173 |
+
},
|
| 174 |
+
"ssl_ckpt": "ee26e466b1f6"
|
| 175 |
+
},
|
| 176 |
+
"norm_stats": {
|
| 177 |
+
"median": [
|
| 178 |
+
0.04479999840259552,
|
| 179 |
+
0.07000000029802322,
|
| 180 |
+
0.05570000037550926,
|
| 181 |
+
0.11659999936819077,
|
| 182 |
+
0.259799987077713,
|
| 183 |
+
0.3174999952316284,
|
| 184 |
+
0.3237000107765198,
|
| 185 |
+
0.3537999987602234,
|
| 186 |
+
0.2597000002861023,
|
| 187 |
+
0.1386999934911728
|
| 188 |
+
],
|
| 189 |
+
"scale": [
|
| 190 |
+
0.026094402378995653,
|
| 191 |
+
0.02498246812062161,
|
| 192 |
+
0.032840138168507456,
|
| 193 |
+
0.029430202392597922,
|
| 194 |
+
0.054708199754849286,
|
| 195 |
+
0.07301805956370677,
|
| 196 |
+
0.06908921211292446,
|
| 197 |
+
0.07324043923542993,
|
| 198 |
+
0.05374451769045073,
|
| 199 |
+
0.0440336220375949
|
| 200 |
+
],
|
| 201 |
+
"n_labeled_site_px": 1200000,
|
| 202 |
+
"n_unlabeled_px": 200000
|
| 203 |
+
},
|
| 204 |
+
"test": {
|
| 205 |
+
"OA": 0.8491621009334983,
|
| 206 |
+
"mIoU": 0.6787059200947798,
|
| 207 |
+
"macroF1": 0.8005158142422294,
|
| 208 |
+
"F1_coffee": 0.8990255340202638,
|
| 209 |
+
"IoU_coffee": 0.8165725562220355,
|
| 210 |
+
"precision_coffee": 0.913867751246392,
|
| 211 |
+
"recall_coffee": 0.884657719825579,
|
| 212 |
+
"F1_noncoffee": 0.702006094464195,
|
| 213 |
+
"IoU_noncoffee": 0.5408392839675242,
|
| 214 |
+
"kappa": 0.6013419609458796,
|
| 215 |
+
"n_pixels": 62239
|
| 216 |
+
},
|
| 217 |
+
"confusion": [
|
| 218 |
+
[
|
| 219 |
+
11058,
|
| 220 |
+
3939
|
| 221 |
+
],
|
| 222 |
+
[
|
| 223 |
+
5449,
|
| 224 |
+
41793
|
| 225 |
+
]
|
| 226 |
+
],
|
| 227 |
+
"test_all_drawn": {
|
| 228 |
+
"OA": 0.8123052959501558,
|
| 229 |
+
"mIoU": 0.6257087551556366,
|
| 230 |
+
"macroF1": 0.7595386086903636,
|
| 231 |
+
"F1_coffee": 0.8721811895969199,
|
| 232 |
+
"IoU_coffee": 0.7733344944700862,
|
| 233 |
+
"precision_coffee": 0.8889267052393441,
|
| 234 |
+
"recall_coffee": 0.856054909672817,
|
| 235 |
+
"F1_noncoffee": 0.6468960277838073,
|
| 236 |
+
"IoU_noncoffee": 0.47808301584118706,
|
| 237 |
+
"kappa": 0.5195482194146789,
|
| 238 |
+
"n_pixels": 69336
|
| 239 |
+
},
|
| 240 |
+
"test_changed": {
|
| 241 |
+
"OA": 0.24083769633507854,
|
| 242 |
+
"mIoU": 0.121646034330892,
|
| 243 |
+
"macroF1": 0.19770625414949966,
|
| 244 |
+
"F1_coffee": 0.38372799028536736,
|
| 245 |
+
"IoU_coffee": 0.23741547708489857,
|
| 246 |
+
"precision_coffee": 0.9905956112852664,
|
| 247 |
+
"recall_coffee": 0.23795180722891565,
|
| 248 |
+
"F1_noncoffee": 0.011684518013631937,
|
| 249 |
+
"IoU_noncoffee": 0.005876591576885406,
|
| 250 |
+
"kappa": -0.0016829362809322546,
|
| 251 |
+
"n_pixels": 1337
|
| 252 |
+
},
|
| 253 |
+
"test_per_year": {
|
| 254 |
+
"2023": {
|
| 255 |
+
"OA": 0.8493089832181638,
|
| 256 |
+
"mIoU": 0.6862622981701698,
|
| 257 |
+
"macroF1": 0.807124016745352,
|
| 258 |
+
"F1_coffee": 0.8973263830502775,
|
| 259 |
+
"IoU_coffee": 0.813773331706722,
|
| 260 |
+
"precision_coffee": 0.9217853934913287,
|
| 261 |
+
"recall_coffee": 0.8741318306906041,
|
| 262 |
+
"F1_noncoffee": 0.7169216504404265,
|
| 263 |
+
"IoU_noncoffee": 0.5587512646336176,
|
| 264 |
+
"kappa": 0.6149953969085789,
|
| 265 |
+
"n_pixels": 20260
|
| 266 |
+
},
|
| 267 |
+
"2024": {
|
| 268 |
+
"OA": 0.8460951290491866,
|
| 269 |
+
"mIoU": 0.674726406252569,
|
| 270 |
+
"macroF1": 0.7976149093411866,
|
| 271 |
+
"F1_coffee": 0.896668802049968,
|
| 272 |
+
"IoU_coffee": 0.8126923300238054,
|
| 273 |
+
"precision_coffee": 0.9172947113179107,
|
| 274 |
+
"recall_coffee": 0.8769500657853518,
|
| 275 |
+
"F1_noncoffee": 0.6985610166324051,
|
| 276 |
+
"IoU_noncoffee": 0.5367604824813326,
|
| 277 |
+
"kappa": 0.5958259539297127,
|
| 278 |
+
"n_pixels": 20961
|
| 279 |
+
},
|
| 280 |
+
"2025": {
|
| 281 |
+
"OA": 0.8520791702350367,
|
| 282 |
+
"mIoU": 0.6746369594796442,
|
| 283 |
+
"macroF1": 0.7962645176581242,
|
| 284 |
+
"F1_coffee": 0.9029014022923889,
|
| 285 |
+
"IoU_coffee": 0.822990207242086,
|
| 286 |
+
"precision_coffee": 0.9034375,
|
| 287 |
+
"recall_coffee": 0.9023659404457207,
|
| 288 |
+
"F1_noncoffee": 0.6896276330238594,
|
| 289 |
+
"IoU_noncoffee": 0.5262837117172025,
|
| 290 |
+
"kappa": 0.5925294939414785,
|
| 291 |
+
"n_pixels": 21018
|
| 292 |
+
}
|
| 293 |
+
},
|
| 294 |
+
"test_per_site": {
|
| 295 |
+
"p05:2023": {
|
| 296 |
+
"OA": 0.8662802318608834,
|
| 297 |
+
"mIoU": 0.7191152611281881,
|
| 298 |
+
"macroF1": 0.8316149999479301,
|
| 299 |
+
"F1_coffee": 0.9080159494018974,
|
| 300 |
+
"IoU_coffee": 0.831528582221103,
|
| 301 |
+
"precision_coffee": 0.9174770769658238,
|
| 302 |
+
"recall_coffee": 0.8987479586281981,
|
| 303 |
+
"F1_noncoffee": 0.7552140504939627,
|
| 304 |
+
"IoU_noncoffee": 0.6067019400352733,
|
| 305 |
+
"kappa": 0.6633252750854082,
|
| 306 |
+
"n_pixels": 10006
|
| 307 |
+
},
|
| 308 |
+
"p05:2024": {
|
| 309 |
+
"OA": 0.8638618584239649,
|
| 310 |
+
"mIoU": 0.7058262971005456,
|
| 311 |
+
"macroF1": 0.8210492294810166,
|
| 312 |
+
"F1_coffee": 0.9085783842654879,
|
| 313 |
+
"IoU_coffee": 0.8324724113641699,
|
| 314 |
+
"precision_coffee": 0.9107372206524531,
|
| 315 |
+
"recall_coffee": 0.9064297584047041,
|
| 316 |
+
"F1_noncoffee": 0.7335200746965452,
|
| 317 |
+
"IoU_noncoffee": 0.5791801828369213,
|
| 318 |
+
"kappa": 0.64210432068579,
|
| 319 |
+
"n_pixels": 10482
|
| 320 |
+
},
|
| 321 |
+
"p05:2025": {
|
| 322 |
+
"OA": 0.8848306612275875,
|
| 323 |
+
"mIoU": 0.7318805257742519,
|
| 324 |
+
"macroF1": 0.8387950002564813,
|
| 325 |
+
"F1_coffee": 0.9249412637566464,
|
| 326 |
+
"IoU_coffee": 0.8603634690591212,
|
| 327 |
+
"precision_coffee": 0.9020742884708153,
|
| 328 |
+
"recall_coffee": 0.9489977163156559,
|
| 329 |
+
"F1_noncoffee": 0.7526487367563163,
|
| 330 |
+
"IoU_noncoffee": 0.6033975824893826,
|
| 331 |
+
"kappa": 0.6782712960281678,
|
| 332 |
+
"n_pixels": 10541
|
| 333 |
+
},
|
| 334 |
+
"p07:2023": {
|
| 335 |
+
"OA": 0.8327481958260191,
|
| 336 |
+
"mIoU": 0.6547289710810356,
|
| 337 |
+
"macroF1": 0.7823301564788274,
|
| 338 |
+
"F1_coffee": 0.8870893409704391,
|
| 339 |
+
"IoU_coffee": 0.797089446284903,
|
| 340 |
+
"precision_coffee": 0.9260481099656357,
|
| 341 |
+
"recall_coffee": 0.8512762193580996,
|
| 342 |
+
"F1_noncoffee": 0.6775709719872156,
|
| 343 |
+
"IoU_noncoffee": 0.512368495877168,
|
| 344 |
+
"kappa": 0.5668494924519154,
|
| 345 |
+
"n_pixels": 10254
|
| 346 |
+
},
|
| 347 |
+
"p07:2024": {
|
| 348 |
+
"OA": 0.8283233132932531,
|
| 349 |
+
"mIoU": 0.6449193509364782,
|
| 350 |
+
"macroF1": 0.774155199819839,
|
| 351 |
+
"F1_coffee": 0.8847607456280827,
|
| 352 |
+
"IoU_coffee": 0.7933371625502584,
|
| 353 |
+
"precision_coffee": 0.9241268566840626,
|
| 354 |
+
"recall_coffee": 0.8486114524453182,
|
| 355 |
+
"F1_noncoffee": 0.6635496540115953,
|
| 356 |
+
"IoU_noncoffee": 0.496501539322698,
|
| 357 |
+
"kappa": 0.5506907873874377,
|
| 358 |
+
"n_pixels": 10479
|
| 359 |
+
},
|
| 360 |
+
"p07:2025": {
|
| 361 |
+
"OA": 0.8191276128662786,
|
| 362 |
+
"mIoU": 0.6226195757360748,
|
| 363 |
+
"macroF1": 0.7547449198510651,
|
| 364 |
+
"F1_coffee": 0.8804039129062796,
|
| 365 |
+
"IoU_coffee": 0.786358511837655,
|
| 366 |
+
"precision_coffee": 0.9049039958484691,
|
| 367 |
+
"recall_coffee": 0.8571955266068576,
|
| 368 |
+
"F1_noncoffee": 0.6290859267958505,
|
| 369 |
+
"IoU_noncoffee": 0.45888063963449455,
|
| 370 |
+
"kappa": 0.5106024631734419,
|
| 371 |
+
"n_pixels": 10477
|
| 372 |
+
}
|
| 373 |
+
},
|
| 374 |
+
"acc_by_clear_obs": {
|
| 375 |
+
"bins": [
|
| 376 |
+
0,
|
| 377 |
+
10,
|
| 378 |
+
20,
|
| 379 |
+
30,
|
| 380 |
+
40,
|
| 381 |
+
50,
|
| 382 |
+
60,
|
| 383 |
+
1000
|
| 384 |
+
],
|
| 385 |
+
"correct_total": [
|
| 386 |
+
[
|
| 387 |
+
0,
|
| 388 |
+
0
|
| 389 |
+
],
|
| 390 |
+
[
|
| 391 |
+
107,
|
| 392 |
+
110
|
| 393 |
+
],
|
| 394 |
+
[
|
| 395 |
+
7102,
|
| 396 |
+
8413
|
| 397 |
+
],
|
| 398 |
+
[
|
| 399 |
+
45642,
|
| 400 |
+
53716
|
| 401 |
+
],
|
| 402 |
+
[
|
| 403 |
+
0,
|
| 404 |
+
0
|
| 405 |
+
],
|
| 406 |
+
[
|
| 407 |
+
0,
|
| 408 |
+
0
|
| 409 |
+
],
|
| 410 |
+
[
|
| 411 |
+
0,
|
| 412 |
+
0
|
| 413 |
+
]
|
| 414 |
+
]
|
| 415 |
+
},
|
| 416 |
+
"minutes": 1.7510541796684265,
|
| 417 |
+
"test_tta": {
|
| 418 |
+
"OA": 0.8552836645832999,
|
| 419 |
+
"mIoU": 0.6839579794723208,
|
| 420 |
+
"macroF1": 0.8038969777406455,
|
| 421 |
+
"F1_coffee": 0.9042816608040468,
|
| 422 |
+
"IoU_coffee": 0.8252865982581034,
|
| 423 |
+
"precision_coffee": 0.9079966707215571,
|
| 424 |
+
"recall_coffee": 0.9005969264637399,
|
| 425 |
+
"F1_noncoffee": 0.7035122946772442,
|
| 426 |
+
"IoU_noncoffee": 0.5426293606865383,
|
| 427 |
+
"kappa": 0.6078142909759575,
|
| 428 |
+
"n_pixels": 62239
|
| 429 |
+
},
|
| 430 |
+
"test_tta_all_drawn": {
|
| 431 |
+
"OA": 0.8178579670012692,
|
| 432 |
+
"mIoU": 0.6286289008497773,
|
| 433 |
+
"macroF1": 0.76100701502041,
|
| 434 |
+
"F1_coffee": 0.877570211239615,
|
| 435 |
+
"IoU_coffee": 0.781848646594462,
|
| 436 |
+
"precision_coffee": 0.8825410443395858,
|
| 437 |
+
"recall_coffee": 0.8726550600574546,
|
| 438 |
+
"F1_noncoffee": 0.6444438188012049,
|
| 439 |
+
"IoU_noncoffee": 0.47540915510509263,
|
| 440 |
+
"kappa": 0.5220580637034036,
|
| 441 |
+
"n_pixels": 69336
|
| 442 |
+
},
|
| 443 |
+
"confusion_tta": [
|
| 444 |
+
[
|
| 445 |
+
10686,
|
| 446 |
+
4311
|
| 447 |
+
],
|
| 448 |
+
[
|
| 449 |
+
4696,
|
| 450 |
+
42546
|
| 451 |
+
]
|
| 452 |
+
]
|
| 453 |
+
}
|