Checkpoint epoch 16
Browse files- runs/mvtec_unified_new/checkpoints/epoch_0014.pt +3 -0
- runs/mvtec_unified_new/checkpoints/epoch_0016.pt +3 -0
- runs/mvtec_unified_new/checkpoints/last.pt +2 -2
- runs/mvtec_unified_new/metrics/epoch_metrics.jsonl +4 -0
- runs/mvtec_unified_new/metrics/latest_per_category.txt +17 -17
- runs/mvtec_unified_new/metrics/metrics_history.json +376 -0
runs/mvtec_unified_new/checkpoints/epoch_0014.pt
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runs/mvtec_unified_new/checkpoints/epoch_0016.pt
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runs/mvtec_unified_new/checkpoints/last.pt
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runs/mvtec_unified_new/metrics/epoch_metrics.jsonl
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{"epoch": 10, "train": {"total": 0.8896062209461275, "l2_img": 0.11520020890137109, "ssim_img": 0.35189775241672666, "l2_jnd": 0.003921607282856551, "ssim_jnd": 0.12116682134280547, "focal": 0.2974198300864815}, "eval_average": {"I-AUROC": 0.6510555247926295, "P-AUROC": 0.650264744950204, "P-AP": 0.15206565486358528}, "eval_per_category": {"bottle": {"I-AUROC": 0.5436507936507936, "P-AUROC": 0.7209872421527624, "P-AP": 0.22166724385043476}, "cable": {"I-AUROC": 0.5369190404797601, "P-AUROC": 0.4683445553339763, "P-AP": 0.03183821079754038}, "capsule": {"I-AUROC": 0.5488631830873554, "P-AUROC": 0.7373057302346742, "P-AP": 0.03442165833362738}, "carpet": {"I-AUROC": 0.5971107544141252, "P-AUROC": 0.7827298663201504, "P-AP": 0.26818097709807315}, "grid": {"I-AUROC": 0.6992481203007518, "P-AUROC": 0.6287316118838936, "P-AP": 0.1059500442369353}, "hazelnut": {"I-AUROC": 0.5785714285714285, "P-AUROC": 0.47873125059092886, "P-AP": 0.01895043495593907}, "leather": {"I-AUROC": 0.821671195652174, "P-AUROC": 0.8739016380011818, "P-AP": 0.28267864932284253}, "metal_nut": {"I-AUROC": 0.6573802541544477, "P-AUROC": 0.5834457026424301, "P-AP": 0.23553105499380003}, "pill": {"I-AUROC": 0.5829241680305509, "P-AUROC": 0.6067112035768387, "P-AP": 0.045880751068499176}, "screw": {"I-AUROC": 0.4888296782127485, "P-AUROC": 0.6258003915695344, "P-AP": 0.0038430414132028462}, "tile": {"I-AUROC": 0.9238816738816737, "P-AUROC": 0.8005665309294304, "P-AP": 0.5781183993337426}, "toothbrush": {"I-AUROC": 0.5916666666666667, "P-AUROC": 0.5721193686131503, "P-AP": 0.046782275263113036}, "transistor": {"I-AUROC": 0.6716666666666666, "P-AUROC": 0.5547709723372525, "P-AP": 0.08171634360373269}, "wood": {"I-AUROC": 0.7868421052631579, "P-AUROC": 0.6733585424552229, "P-AP": 0.23181865093228826}, "zipper": {"I-AUROC": 0.7366071428571429, "P-AUROC": 0.6464665676116351, "P-AP": 0.09360708775000783}}, "monitor": "I-AUROC", "monitor_value": 0.6510555247926295, "lr": 5e-05, "elapsed_sec": 456.8}
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{"epoch": 11, "train": {"total": 0.9114251199348197, "l2_img": 0.12308673614131811, "ssim_img": 0.3627365959283397, "l2_jnd": 0.003955765588090688, "ssim_jnd": 0.12088148831003938, "focal": 0.30076453254367763}, "eval_average": {"I-AUROC": 0.6296980499501399, "P-AUROC": 0.6430557945493899, "P-AP": 0.13239046794824477}, "eval_per_category": {"bottle": {"I-AUROC": 0.473015873015873, "P-AUROC": 0.7463538574739563, "P-AP": 0.2163428197445076}, "cable": {"I-AUROC": 0.5526611694152923, "P-AUROC": 0.5263641884787278, "P-AP": 0.0385893831401063}, "capsule": {"I-AUROC": 0.624252094136418, "P-AUROC": 0.5939707219406875, "P-AP": 0.024572504434646522}, "carpet": {"I-AUROC": 0.5321027287319422, "P-AUROC": 0.7461885292561048, "P-AP": 0.19264698636526806}, "grid": {"I-AUROC": 0.6073517126148704, "P-AUROC": 0.6315851436342089, "P-AP": 0.09478579745644579}, "hazelnut": {"I-AUROC": 0.605, "P-AUROC": 0.4195470279478698, "P-AP": 0.016972639565121937}, "leather": {"I-AUROC": 0.7272418478260869, "P-AUROC": 0.78482037435231, "P-AP": 0.09943777581040426}, "metal_nut": {"I-AUROC": 0.6177908113391984, "P-AUROC": 0.5729005281457319, "P-AP": 0.24078238299974292}, "pill": {"I-AUROC": 0.5671031096563011, "P-AUROC": 0.6018515571444768, "P-AP": 0.04708910969980105}, "screw": {"I-AUROC": 0.6238983398237343, "P-AUROC": 0.5533732503241349, "P-AP": 0.0031213521468207764}, "tile": {"I-AUROC": 0.8203463203463204, "P-AUROC": 0.7966701981331613, "P-AP": 0.5518405084114482}, "toothbrush": {"I-AUROC": 0.6888888888888889, "P-AUROC": 0.6605765625506458, "P-AP": 0.0519871447135636}, "transistor": {"I-AUROC": 0.7666666666666666, "P-AUROC": 0.5267864940577107, "P-AP": 0.08611258157176609}, "wood": {"I-AUROC": 0.6692982456140351, "P-AUROC": 0.7148743560069118, "P-AP": 0.18665025106616162}, "zipper": {"I-AUROC": 0.5698529411764706, "P-AUROC": 0.7699741287942108, "P-AP": 0.1349257820978669}}, "monitor": "I-AUROC", "monitor_value": 0.6296980499501399, "lr": 5e-05, "elapsed_sec": 426.09}
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{"epoch": 12, "train": {"total": 0.9113086241384896, "l2_img": 0.12315795545913896, "ssim_img": 0.3636740521831407, "l2_jnd": 0.003970214569020131, "ssim_jnd": 0.12004842415698984, "focal": 0.3004579783638538}, "eval_average": {"I-AUROC": 0.6240944932459843, "P-AUROC": 0.6330584264227161, "P-AP": 0.14759380277937859}, "eval_per_category": {"bottle": {"I-AUROC": 0.3698412698412698, "P-AUROC": 0.7305057564330141, "P-AP": 0.1924770021199667}, "cable": {"I-AUROC": 0.5511619190404797, "P-AUROC": 0.4904434055552198, "P-AP": 0.04160424350273721}, "capsule": {"I-AUROC": 0.7000398883127243, "P-AUROC": 0.36667788025494974, "P-AP": 0.007104098230712257}, "carpet": {"I-AUROC": 0.5296950240770466, "P-AUROC": 0.7534342898860005, "P-AP": 0.2622196886721269}, "grid": {"I-AUROC": 0.5463659147869674, "P-AUROC": 0.6638934269537586, "P-AP": 0.11753261854766246}, "hazelnut": {"I-AUROC": 0.5292857142857144, "P-AUROC": 0.511441133480382, "P-AP": 0.02145781472403129}, "leather": {"I-AUROC": 0.8087635869565217, "P-AUROC": 0.8301053682675952, "P-AP": 0.2395838154080908}, "metal_nut": {"I-AUROC": 0.5474095796676441, "P-AUROC": 0.5883039734016089, "P-AP": 0.17243840566210988}, "pill": {"I-AUROC": 0.5510092744135298, "P-AUROC": 0.6788026248035831, "P-AP": 0.0691768500421236}, "screw": {"I-AUROC": 0.6915351506456241, "P-AUROC": 0.4679677604846631, "P-AP": 0.002794477469856534}, "tile": {"I-AUROC": 0.8849206349206349, "P-AUROC": 0.8054212635013961, "P-AP": 0.5835599203742573}, "toothbrush": {"I-AUROC": 0.6055555555555556, "P-AUROC": 0.6889488023336624, "P-AP": 0.09465551132349723}, "transistor": {"I-AUROC": 0.5991666666666666, "P-AUROC": 0.5705787794093932, "P-AP": 0.09033210321293429}, "wood": {"I-AUROC": 0.8219298245614035, "P-AUROC": 0.6882580645428912, "P-AP": 0.23413990231122256}, "zipper": {"I-AUROC": 0.6247373949579832, "P-AUROC": 0.661093867032624, "P-AP": 0.0848305900893501}}, "monitor": "I-AUROC", "monitor_value": 0.6240944932459843, "lr": 5e-05, "elapsed_sec": 426.62}
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| 14 |
+
{"epoch": 14, "train": {"total": 0.8887682277194703, "l2_img": 0.11280491865800889, "ssim_img": 0.3549165873896351, "l2_jnd": 0.003948490490406258, "ssim_jnd": 0.12095753066447558, "focal": 0.2961406988498256}, "eval_average": {"I-AUROC": 0.5606751625009518, "P-AUROC": 0.6317045613839922, "P-AP": 0.1146868231077174}, "eval_per_category": {"bottle": {"I-AUROC": 0.47063492063492063, "P-AUROC": 0.6092149574930695, "P-AP": 0.08746637228136847}, "cable": {"I-AUROC": 0.561656671664168, "P-AUROC": 0.4213244591942789, "P-AP": 0.026165753262387178}, "capsule": {"I-AUROC": 0.45951336258476266, "P-AUROC": 0.42016943481397334, "P-AP": 0.012003958902782151}, "carpet": {"I-AUROC": 0.5321027287319422, "P-AUROC": 0.8357913768353167, "P-AP": 0.21965762074086595}, "grid": {"I-AUROC": 0.5338345864661654, "P-AUROC": 0.6561981715674118, "P-AP": 0.05052981129745911}, "hazelnut": {"I-AUROC": 0.46249999999999997, "P-AUROC": 0.54328526468648, "P-AP": 0.02353042984969441}, "leather": {"I-AUROC": 0.6212635869565217, "P-AUROC": 0.8291328119798735, "P-AP": 0.15609916427098525}, "metal_nut": {"I-AUROC": 0.5733137829912023, "P-AUROC": 0.7511883667361112, "P-AP": 0.2638354930344631}, "pill": {"I-AUROC": 0.61620294599018, "P-AUROC": 0.7602989056185161, "P-AP": 0.0754490791294083}, "screw": {"I-AUROC": 0.43635990981758555, "P-AUROC": 0.37697190213933074, "P-AP": 0.001984426337564653}, "tile": {"I-AUROC": 0.6991341991341992, "P-AUROC": 0.793245421367277, "P-AP": 0.5146700556840504}, "toothbrush": {"I-AUROC": 0.5277777777777778, "P-AUROC": 0.7887192210331833, "P-AP": 0.051732574937435424}, "transistor": {"I-AUROC": 0.4816666666666667, "P-AUROC": 0.568726369334448, "P-AP": 0.056103527316777264}, "wood": {"I-AUROC": 0.6631578947368422, "P-AUROC": 0.6299894840404445, "P-AP": 0.1253700062162201}, "zipper": {"I-AUROC": 0.7710084033613446, "P-AUROC": 0.4913122739201691, "P-AP": 0.05570407335429905}}, "monitor": "I-AUROC", "monitor_value": 0.5606751625009518, "lr": 5e-05, "elapsed_sec": 426.32}
|
| 15 |
+
{"epoch": 15, "train": {"total": 0.8956118074569913, "l2_img": 0.10754625404572618, "ssim_img": 0.3507138470918434, "l2_jnd": 0.004069818964598505, "ssim_jnd": 0.12277790064311159, "focal": 0.31050398353055036}, "eval_average": {"I-AUROC": 0.5922313883314814, "P-AUROC": 0.626171791764851, "P-AP": 0.13183728064589975}, "eval_per_category": {"bottle": {"I-AUROC": 0.31666666666666665, "P-AUROC": 0.7512074922409248, "P-AP": 0.2000531590679884}, "cable": {"I-AUROC": 0.4975637181409295, "P-AUROC": 0.44234939488694136, "P-AP": 0.035238912866822354}, "capsule": {"I-AUROC": 0.556441962504986, "P-AUROC": 0.5708806087293358, "P-AP": 0.011431210408185762}, "carpet": {"I-AUROC": 0.6629213483146067, "P-AUROC": 0.7731634568177241, "P-AP": 0.250044088906572}, "grid": {"I-AUROC": 0.5054302422723476, "P-AUROC": 0.6550501433077678, "P-AP": 0.08526104128114069}, "hazelnut": {"I-AUROC": 0.49642857142857144, "P-AUROC": 0.4553681991912132, "P-AP": 0.01813279803809141}, "leather": {"I-AUROC": 0.7601902173913043, "P-AUROC": 0.7229766561449271, "P-AP": 0.16097600530534167}, "metal_nut": {"I-AUROC": 0.6485826001955034, "P-AUROC": 0.7035213672147289, "P-AP": 0.28288801612729947}, "pill": {"I-AUROC": 0.6358428805237315, "P-AUROC": 0.7075116342749973, "P-AP": 0.06638911516815307}, "screw": {"I-AUROC": 0.5367903258864521, "P-AUROC": 0.4475892253425983, "P-AP": 0.00203610972677848}, "tile": {"I-AUROC": 0.883838383838384, "P-AUROC": 0.7652841091360514, "P-AP": 0.5295924560164329}, "toothbrush": {"I-AUROC": 0.6277777777777778, "P-AUROC": 0.5381902264328938, "P-AP": 0.024014389679668832}, "transistor": {"I-AUROC": 0.6108333333333333, "P-AUROC": 0.560415519331897, "P-AP": 0.10284122171160874}, "wood": {"I-AUROC": 0.5798245614035088, "P-AUROC": 0.6680886291859325, "P-AP": 0.1526848751479752}, "zipper": {"I-AUROC": 0.5643382352941176, "P-AUROC": 0.6309802142348339, "P-AP": 0.0559758102364373}}, "monitor": "I-AUROC", "monitor_value": 0.5922313883314814, "lr": 5e-05, "elapsed_sec": 447.17}
|
| 16 |
+
{"epoch": 16, "train": {"total": 0.8667707624356391, "l2_img": 0.10389506038875211, "ssim_img": 0.34546528501405244, "l2_jnd": 0.003922294767429404, "ssim_jnd": 0.11957131993046123, "focal": 0.29391680501442585}, "eval_average": {"I-AUROC": 0.5907766389637101, "P-AUROC": 0.6686003972472948, "P-AP": 0.1376729046946165}, "eval_per_category": {"bottle": {"I-AUROC": 0.42698412698412697, "P-AUROC": 0.7301292043624341, "P-AP": 0.1837830120533641}, "cable": {"I-AUROC": 0.5005622188905547, "P-AUROC": 0.5231731946052159, "P-AP": 0.037549329290742964}, "capsule": {"I-AUROC": 0.5364978061428002, "P-AUROC": 0.531997731850696, "P-AP": 0.01293503271687086}, "carpet": {"I-AUROC": 0.5662118780096308, "P-AUROC": 0.8101024376027359, "P-AP": 0.2692777727331956}, "grid": {"I-AUROC": 0.6190476190476191, "P-AUROC": 0.7223305052567245, "P-AP": 0.10745066085802728}, "hazelnut": {"I-AUROC": 0.5585714285714286, "P-AUROC": 0.589271213722982, "P-AP": 0.024548543167614217}, "leather": {"I-AUROC": 0.7072010869565217, "P-AUROC": 0.8244624916698603, "P-AP": 0.12364333133798644}, "metal_nut": {"I-AUROC": 0.7961876832844575, "P-AUROC": 0.6553037091644159, "P-AP": 0.23760034953873868}, "pill": {"I-AUROC": 0.6167484997272231, "P-AUROC": 0.617027412710776, "P-AP": 0.04859073046038266}, "screw": {"I-AUROC": 0.44414839106374254, "P-AUROC": 0.6331850067806774, "P-AP": 0.0031297769084703783}, "tile": {"I-AUROC": 0.729076479076479, "P-AUROC": 0.8213375787127576, "P-AP": 0.6213161750499465}, "toothbrush": {"I-AUROC": 0.5472222222222223, "P-AUROC": 0.5865684427266781, "P-AP": 0.028006192242047374}, "transistor": {"I-AUROC": 0.5437500000000001, "P-AUROC": 0.5402595673314339, "P-AP": 0.08198371624650448}, "wood": {"I-AUROC": 0.6701754385964913, "P-AUROC": 0.7492437097664548, "P-AP": 0.2196163553554522}, "zipper": {"I-AUROC": 0.5992647058823529, "P-AUROC": 0.6946137524455791, "P-AP": 0.06566259245990355}}, "monitor": "I-AUROC", "monitor_value": 0.5907766389637101, "lr": 5e-05, "elapsed_sec": 438.27}
|
runs/mvtec_unified_new/metrics/latest_per_category.txt
CHANGED
|
@@ -1,19 +1,19 @@
|
|
| 1 |
-
Epoch
|
| 2 |
--------------------------------------------------------
|
| 3 |
-
bottle | I-AUROC=0.
|
| 4 |
-
cable | I-AUROC=0.
|
| 5 |
-
capsule | I-AUROC=0.
|
| 6 |
-
carpet | I-AUROC=0.
|
| 7 |
-
grid | I-AUROC=0.
|
| 8 |
-
hazelnut | I-AUROC=0.
|
| 9 |
-
leather | I-AUROC=0.
|
| 10 |
-
metal_nut | I-AUROC=0.
|
| 11 |
-
pill | I-AUROC=0.
|
| 12 |
-
screw | I-AUROC=0.
|
| 13 |
-
tile | I-AUROC=0.
|
| 14 |
-
toothbrush | I-AUROC=0.
|
| 15 |
-
transistor | I-AUROC=0.
|
| 16 |
-
wood | I-AUROC=0.
|
| 17 |
-
zipper | I-AUROC=0.
|
| 18 |
--------------------------------------------------------
|
| 19 |
-
AVERAGE | I-AUROC=0.
|
|
|
|
| 1 |
+
Epoch 16 per-category results
|
| 2 |
--------------------------------------------------------
|
| 3 |
+
bottle | I-AUROC=0.427 P-AUROC=0.730 P-AP=0.184
|
| 4 |
+
cable | I-AUROC=0.501 P-AUROC=0.523 P-AP=0.038
|
| 5 |
+
capsule | I-AUROC=0.536 P-AUROC=0.532 P-AP=0.013
|
| 6 |
+
carpet | I-AUROC=0.566 P-AUROC=0.810 P-AP=0.269
|
| 7 |
+
grid | I-AUROC=0.619 P-AUROC=0.722 P-AP=0.107
|
| 8 |
+
hazelnut | I-AUROC=0.559 P-AUROC=0.589 P-AP=0.025
|
| 9 |
+
leather | I-AUROC=0.707 P-AUROC=0.824 P-AP=0.124
|
| 10 |
+
metal_nut | I-AUROC=0.796 P-AUROC=0.655 P-AP=0.238
|
| 11 |
+
pill | I-AUROC=0.617 P-AUROC=0.617 P-AP=0.049
|
| 12 |
+
screw | I-AUROC=0.444 P-AUROC=0.633 P-AP=0.003
|
| 13 |
+
tile | I-AUROC=0.729 P-AUROC=0.821 P-AP=0.621
|
| 14 |
+
toothbrush | I-AUROC=0.547 P-AUROC=0.587 P-AP=0.028
|
| 15 |
+
transistor | I-AUROC=0.544 P-AUROC=0.540 P-AP=0.082
|
| 16 |
+
wood | I-AUROC=0.670 P-AUROC=0.749 P-AP=0.220
|
| 17 |
+
zipper | I-AUROC=0.599 P-AUROC=0.695 P-AP=0.066
|
| 18 |
--------------------------------------------------------
|
| 19 |
+
AVERAGE | I-AUROC=0.591 P-AUROC=0.669 P-AP=0.138
|
runs/mvtec_unified_new/metrics/metrics_history.json
CHANGED
|
@@ -107,6 +107,42 @@
|
|
| 107 |
"l2_jnd": 0.003970214569020131,
|
| 108 |
"ssim_jnd": 0.12004842415698984,
|
| 109 |
"focal": 0.3004579783638538
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| 110 |
}
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| 111 |
],
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| 112 |
"eval": [
|
|
@@ -169,6 +205,26 @@
|
|
| 169 |
"I-AUROC": 0.6240944932459843,
|
| 170 |
"P-AUROC": 0.6330584264227161,
|
| 171 |
"P-AP": 0.14759380277937859
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| 172 |
}
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| 173 |
],
|
| 174 |
"per_category": [
|
|
@@ -1131,6 +1187,326 @@
|
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| 1131 |
"P-AP": 0.0848305900893501
|
| 1132 |
}
|
| 1133 |
}
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| 1134 |
}
|
| 1135 |
]
|
| 1136 |
}
|
|
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|
| 107 |
"l2_jnd": 0.003970214569020131,
|
| 108 |
"ssim_jnd": 0.12004842415698984,
|
| 109 |
"focal": 0.3004579783638538
|
| 110 |
+
},
|
| 111 |
+
{
|
| 112 |
+
"epoch": 13,
|
| 113 |
+
"total": 0.9198235480824887,
|
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