Subh775 commited on
Commit
549d7c3
·
verified ·
1 Parent(s): f306f72

Disease Seg. transformer - 9

Browse files
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ metrics_plot.png filter=lfs diff=lfs merge=lfs -text
checkpoint.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:69b46621de13c01f1df84eb90721b3b1fb219520ff72c7f0e3a7c6153b465ad1
3
+ size 543601040
checkpoint_best_ema.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:322d9cbf252afadb20d1fb5920ff5d403acad158d2739c32903248071ffc1c25
3
+ size 406782809
checkpoint_best_regular.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c103f259671f47bf4f89a39a4bca65c1fb9813cc8a97f5aa6743b681b2e32327
3
+ size 408072029
checkpoint_best_total.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:23460ff9373665c4a2980c1abcd1335753a04782759d4f1260402a7f3503b614
3
+ size 135557866
eval/000.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b3b6cea58874c7b7d6070eb67fc5aacdd35aa90c7a61695a0578d1a82fb7049b
3
+ size 496144
eval/latest.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8213f6bf6fe3a3de4fdc6cf5fee0da540fbc1f96c3f97b9ea67cfdfa379e4877
3
+ size 498204
events.out.tfevents.1768540615.4c721069a105.1802.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:459a2ddcd0c9ef5530c30a052a3f477130f5615069eb9f0d5c1bbb27026462ac
3
+ size 2242
log.txt ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ {"train_lr": 9.999999999999957e-05, "train_class_error": -9.940579193811075e-07, "train_loss": 33.98101974387899, "train_loss_ce": 4.103563947863998, "train_loss_bbox": 0.2587150637946222, "train_loss_giou": 0.6138734337464218, "train_loss_mask_ce": 0.3509103393345974, "train_loss_mask_dice": 1.0525542567529584, "train_loss_ce_0": 4.968912187150713, "train_loss_bbox_0": 0.2818051576735725, "train_loss_giou_0": 0.6359667824854291, "train_loss_mask_ce_0": 0.3571561215754829, "train_loss_mask_dice_0": 1.1003122010331976, "train_loss_ce_1": 4.338069482036056, "train_loss_bbox_1": 0.2745520028403994, "train_loss_giou_1": 0.6308120934456489, "train_loss_mask_ce_1": 0.35406536971755836, "train_loss_mask_dice_1": 1.0679409926702612, "train_loss_ce_2": 4.181999373901939, "train_loss_bbox_2": 0.2649308132911738, "train_loss_giou_2": 0.6170610122212757, "train_loss_mask_ce_2": 0.35380661952330544, "train_loss_mask_dice_2": 1.0583279735199402, "train_loss_ce_enc": 4.366799884976316, "train_loss_bbox_enc": 0.38618530701930825, "train_loss_giou_enc": 0.7346788435106557, "train_loss_mask_ce_enc": 0.40247202254467757, "train_loss_mask_dice_enc": 1.2255484926778253, "train_loss_ce_unscaled": 0.82071279062122, "train_class_error_unscaled": -9.940579193811075e-07, "train_loss_bbox_unscaled": 0.051743012680050215, "train_loss_giou_unscaled": 0.3069367168732109, "train_cardinality_error_unscaled": 8.231270358306189, "train_loss_mask_ce_unscaled": 0.07018206801556706, "train_loss_mask_dice_unscaled": 0.21051085180927565, "train_loss_ce_0_unscaled": 0.9937824374883881, "train_loss_bbox_0_unscaled": 0.05636103156383729, "train_loss_giou_0_unscaled": 0.3179833912427146, "train_cardinality_error_0_unscaled": 8.22801302931596, "train_loss_mask_ce_0_unscaled": 0.07143122436788164, "train_loss_mask_dice_0_unscaled": 0.22006244116526474, "train_loss_ce_1_unscaled": 0.8676138946404286, "train_loss_bbox_1_unscaled": 0.05491040074281661, "train_loss_giou_1_unscaled": 0.31540604672282446, "train_cardinality_error_1_unscaled": 8.214983713355048, "train_loss_mask_ce_1_unscaled": 0.07081307404362126, "train_loss_mask_dice_1_unscaled": 0.21358819887139122, "train_loss_ce_2_unscaled": 0.8363998758482234, "train_loss_bbox_2_unscaled": 0.05298616274803003, "train_loss_giou_2_unscaled": 0.30853050611063787, "train_cardinality_error_2_unscaled": 8.231270358306189, "train_loss_mask_ce_2_unscaled": 0.07076132407333059, "train_loss_mask_dice_2_unscaled": 0.2116655939977604, "train_loss_ce_enc_unscaled": 0.8733599761604098, "train_loss_bbox_enc_unscaled": 0.0772370614341979, "train_loss_giou_enc_unscaled": 0.36733942175532786, "train_cardinality_error_enc_unscaled": 8.231270358306189, "train_loss_mask_ce_enc_unscaled": 0.08049440454897935, "train_loss_mask_dice_enc_unscaled": 0.24510969888989234, "test_class_error": -2.1736166755698007e-08, "test_loss": 30.931003874862974, "test_loss_ce": 3.782051282051282, "test_loss_bbox": 0.21125182730180245, "test_loss_giou": 0.5768309470552665, "test_loss_mask_ce": 0.30122129067226694, "test_loss_mask_dice": 0.9803179238426719, "test_loss_ce_0": 4.473112535612535, "test_loss_bbox_0": 0.22222476128881474, "test_loss_giou_0": 0.6028587257760203, "test_loss_mask_ce_0": 0.3020932204766661, "test_loss_mask_dice_0": 1.0078559946640264, "test_loss_ce_1": 3.919760505698006, "test_loss_bbox_1": 0.21805155041635546, "test_loss_giou_1": 0.5890012738371846, "test_loss_mask_ce_1": 0.31490432123449286, "test_loss_mask_dice_1": 0.9948474495669036, "test_loss_ce_2": 3.7550302706552707, "test_loss_bbox_2": 0.20663301336799253, "test_loss_giou_2": 0.5785548994768719, "test_loss_mask_ce_2": 0.3073187182071032, "test_loss_mask_dice_2": 0.982919045111053, "test_loss_ce_enc": 4.097934472934473, "test_loss_bbox_enc": 0.3168241287398542, "test_loss_giou_enc": 0.6913287132723719, "test_loss_mask_ce_enc": 0.35062059503250315, "test_loss_mask_dice_enc": 1.1474563759616299, "test_loss_ce_unscaled": 0.7565104166666666, "test_class_error_unscaled": -2.1736166755698007e-08, "test_loss_bbox_unscaled": 0.04225036551767265, "test_loss_giou_unscaled": 0.28841547352763325, "test_cardinality_error_unscaled": 8.844729344729345, "test_loss_mask_ce_unscaled": 0.06024425815355744, "test_loss_mask_dice_unscaled": 0.19606358453928574, "test_loss_ce_0_unscaled": 0.8946536680911681, "test_loss_bbox_0_unscaled": 0.04444495236973392, "test_loss_giou_0_unscaled": 0.30142936288801014, "test_cardinality_error_0_unscaled": 8.844729344729345, "test_loss_mask_ce_0_unscaled": 0.06041864403510238, "test_loss_mask_dice_0_unscaled": 0.2015711990559203, "test_loss_ce_1_unscaled": 0.7840461404914529, "test_loss_bbox_1_unscaled": 0.043610310139521914, "test_loss_giou_1_unscaled": 0.2945006369185923, "test_cardinality_error_1_unscaled": 8.843304843304843, "test_loss_mask_ce_1_unscaled": 0.06298086415854233, "test_loss_mask_dice_1_unscaled": 0.1989694903485286, "test_loss_ce_2_unscaled": 0.7510683760683761, "test_loss_bbox_2_unscaled": 0.041326602695355895, "test_loss_giou_2_unscaled": 0.28927744973843594, "test_cardinality_error_2_unscaled": 8.844729344729345, "test_loss_mask_ce_2_unscaled": 0.06146374345621747, "test_loss_mask_dice_2_unscaled": 0.19658380886937818, "test_loss_ce_enc_unscaled": 0.819778311965812, "test_loss_bbox_enc_unscaled": 0.06336482590398727, "test_loss_giou_enc_unscaled": 0.34566435663618594, "test_cardinality_error_enc_unscaled": 8.844729344729345, "test_loss_mask_ce_enc_unscaled": 0.07012411902931935, "test_loss_mask_dice_enc_unscaled": 0.22949127532393165, "test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.3287988884291188, "map@50": 0.656308661658097, "precision": 0.7010919859337406, "recall": 0.61}, {"class": "all", "map@50:95": 0.3287988884291188, "map@50": 0.656308661658097, "precision": 0.7010919859337406, "recall": 0.61}], "map": 0.656308661658097, "precision": 0.7010919859337406, "recall": 0.61}, "test_coco_eval_bbox": [0.3287988884291188, 0.656308661658097, 0.283883777049646, 0.2161282862840211, 0.4518810470343534, 0.585100150660873, 0.07526171686261877, 0.30069254308262205, 0.48843614108552097, 0.3676939426142401, 0.6254901960784314, 0.7821522309711286], "test_coco_eval_masks": [0.26014492274613216, 0.5834147470948281, 0.19859054673256998, 0.14068098887313635, 0.38149776875183206, 0.5407218683395556, 0.0690932517313577, 0.25577387663069745, 0.386503462715413, 0.2769659936238045, 0.5047534165181224, 0.6664041994750656], "epoch": 0, "n_parameters": 33833333, "ema_test_class_error": -2.1736166755698007e-08, "ema_test_loss": 30.843470581576355, "ema_test_loss_ce": 3.8018384971509973, "ema_test_loss_bbox": 0.19489228240402676, "ema_test_loss_giou": 0.5618175707035764, "ema_test_loss_mask_ce": 0.283343845516698, "ema_test_loss_mask_dice": 0.9675850631334842, "ema_test_loss_ce_0": 4.535434472934473, "ema_test_loss_bbox_0": 0.21586937083732707, "ema_test_loss_giou_0": 0.594576263508396, "ema_test_loss_mask_ce_0": 0.28685190947859035, "ema_test_loss_mask_dice_0": 1.0158093777137605, "ema_test_loss_ce_1": 3.8789618945868947, "ema_test_loss_bbox_1": 0.2121549816934811, "ema_test_loss_giou_1": 0.5846706880123866, "ema_test_loss_mask_ce_1": 0.30136357472832725, "ema_test_loss_mask_dice_1": 1.0117183972118247, "ema_test_loss_ce_2": 3.8044871794871793, "ema_test_loss_bbox_2": 0.20355869355237383, "ema_test_loss_giou_2": 0.5700846890841964, "ema_test_loss_mask_ce_2": 0.29597367177534306, "ema_test_loss_mask_dice_2": 0.9952773451805115, "ema_test_loss_ce_enc": 4.090544871794871, "ema_test_loss_bbox_enc": 0.29601049767090726, "ema_test_loss_giou_enc": 0.6735214351588844, "ema_test_loss_mask_ce_enc": 0.3231169252717427, "ema_test_loss_mask_dice_enc": 1.1440072492656546, "ema_test_loss_ce_unscaled": 0.7604111022079773, "ema_test_class_error_unscaled": -2.1736166755698007e-08, "ema_test_loss_bbox_unscaled": 0.038978456408103816, "ema_test_loss_giou_unscaled": 0.2809087853517882, "ema_test_cardinality_error_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_unscaled": 0.05666876895793652, "ema_test_loss_mask_dice_unscaled": 0.19351701279226532, "ema_test_loss_ce_0_unscaled": 0.9072070868945868, "ema_test_loss_bbox_0_unscaled": 0.043173874327727194, "ema_test_loss_giou_0_unscaled": 0.297288131754198, "ema_test_cardinality_error_0_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_0_unscaled": 0.057370382002913035, "ema_test_loss_mask_dice_0_unscaled": 0.2031618749611398, "ema_test_loss_ce_1_unscaled": 0.7758135238603988, "ema_test_loss_bbox_1_unscaled": 0.04243099611740761, "ema_test_loss_giou_1_unscaled": 0.2923353440061933, "ema_test_cardinality_error_1_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_1_unscaled": 0.06027271492974541, "ema_test_loss_mask_dice_1_unscaled": 0.20234367932774064, "ema_test_loss_ce_2_unscaled": 0.7609007745726496, "ema_test_loss_bbox_2_unscaled": 0.040711738681288016, "ema_test_loss_giou_2_unscaled": 0.2850423445420982, "ema_test_cardinality_error_2_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_2_unscaled": 0.059194734244424306, "ema_test_loss_mask_dice_2_unscaled": 0.19905546877501357, "ema_test_loss_ce_enc_unscaled": 0.8181980056980057, "ema_test_loss_bbox_enc_unscaled": 0.059202099569205545, "ema_test_loss_giou_enc_unscaled": 0.3367607175794422, "ema_test_cardinality_error_enc_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_enc_unscaled": 0.06462338501242576, "ema_test_loss_mask_dice_enc_unscaled": 0.22880144947954054, "ema_test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.33884313766568686, "map@50": 0.6653975869632124, "precision": 0.6962025316455697, "recall": 0.62}, {"class": "all", "map@50:95": 0.33884313766568686, "map@50": 0.6653975869632124, "precision": 0.6962025316455697, "recall": 0.62}], "map": 0.6653975869632124, "precision": 0.6962025316455697, "recall": 0.62}, "ema_test_coco_eval_bbox": [0.33884313766568686, 0.6653975869632124, 0.30337310814598006, 0.22284717202414292, 0.46852588435261977, 0.6062374912443347, 0.0761153164760831, 0.3098244483813818, 0.500547592204864, 0.3759564293304995, 0.6426619132501485, 0.8020997375328083], "ema_test_coco_eval_masks": [0.2550561773216824, 0.5764135942509923, 0.1914637023142139, 0.13534548591907403, 0.38346116182621637, 0.5526994361309439, 0.0679980673216299, 0.2541311000161056, 0.38226767595426, 0.2675345377258236, 0.5045157456922162, 0.679002624671916], "all_best_res": 0.26014492274613216, "all_best_ep": 0, "regular_best_res": 0.26014492274613216, "regular_best_ep": 0, "ema_best_res": 0.2550561773216824, "ema_best_ep": 0, "now_time": "2026-01-16 05:42:08.183698", "train_epoch_time": "0:18:58", "epoch_time": "0:25:11"}
2
+ {"train_lr": 9.999999999999957e-05, "train_class_error": -9.443550234120521e-07, "train_loss": 30.752748346484058, "train_loss_ce": 3.6526701252312925, "train_loss_bbox": 0.21326815133083138, "train_loss_giou": 0.540433475147047, "train_loss_mask_ce": 0.3140515467388622, "train_loss_mask_dice": 0.924220029034133, "train_loss_ce_0": 4.8144989611659845, "train_loss_bbox_0": 0.22708653124710637, "train_loss_giou_0": 0.5557365621582693, "train_loss_mask_ce_0": 0.3150156294435554, "train_loss_mask_dice_0": 0.9556478449304251, "train_loss_ce_1": 3.926164870153421, "train_loss_bbox_1": 0.22997437487887248, "train_loss_giou_1": 0.5564556122311551, "train_loss_mask_ce_1": 0.3205833937062697, "train_loss_mask_dice_1": 0.9383230751034491, "train_loss_ce_2": 3.696929158915914, "train_loss_bbox_2": 0.21874858482652845, "train_loss_giou_2": 0.5460735154656712, "train_loss_mask_ce_2": 0.3177087917341471, "train_loss_mask_dice_2": 0.9294245637200943, "train_loss_ce_enc": 4.1728188370260435, "train_loss_bbox_enc": 0.32813929062615776, "train_loss_giou_enc": 0.6464752044759278, "train_loss_mask_ce_enc": 0.34687004712825875, "train_loss_mask_dice_enc": 1.0654304360042566, "train_loss_ce_unscaled": 0.7305340252404104, "train_class_error_unscaled": -9.443550234120521e-07, "train_loss_bbox_unscaled": 0.042653630278300776, "train_loss_giou_unscaled": 0.2702167375735235, "train_cardinality_error_unscaled": 8.123778501628664, "train_loss_mask_ce_unscaled": 0.06281030932835725, "train_loss_mask_dice_unscaled": 0.1848440058286687, "train_loss_ce_0_unscaled": 0.9628997907188117, "train_loss_bbox_0_unscaled": 0.04541730628643149, "train_loss_giou_0_unscaled": 0.27786828107913464, "train_cardinality_error_0_unscaled": 8.123778501628664, "train_loss_mask_ce_0_unscaled": 0.06300312602219053, "train_loss_mask_dice_0_unscaled": 0.19112956891570496, "train_loss_ce_1_unscaled": 0.7852329752538414, "train_loss_bbox_1_unscaled": 0.04599487496364, "train_loss_giou_1_unscaled": 0.27822780611557757, "train_cardinality_error_1_unscaled": 8.123778501628664, "train_loss_mask_ce_1_unscaled": 0.06411667891963103, "train_loss_mask_dice_1_unscaled": 0.18766461499642084, "train_loss_ce_2_unscaled": 0.739385835607976, "train_loss_bbox_2_unscaled": 0.04374971700049573, "train_loss_giou_2_unscaled": 0.2730367577328356, "train_cardinality_error_2_unscaled": 8.123778501628664, "train_loss_mask_ce_2_unscaled": 0.06354175827462918, "train_loss_mask_dice_2_unscaled": 0.18588491235571497, "train_loss_ce_enc_unscaled": 0.8345637662208818, "train_loss_bbox_enc_unscaled": 0.06562785822473442, "train_loss_giou_enc_unscaled": 0.3232376022379639, "train_cardinality_error_enc_unscaled": 8.123778501628664, "train_loss_mask_ce_enc_unscaled": 0.06937400958764728, "train_loss_mask_dice_enc_unscaled": 0.2130860866499452, "test_class_error": -2.1736166755698007e-08, "test_loss": 30.651406747323495, "test_loss_ce": 3.858952101139601, "test_loss_bbox": 0.1898885885534803, "test_loss_giou": 0.5512297007857565, "test_loss_mask_ce": 0.26413598930479115, "test_loss_mask_dice": 0.9130559544957262, "test_loss_ce_0": 4.433315527065527, "test_loss_bbox_0": 0.2156688651001012, "test_loss_giou_0": 0.5924976343485365, "test_loss_mask_ce_0": 0.2790002567730738, "test_loss_mask_dice_0": 0.9504341786446056, "test_loss_ce_1": 4.022168803418803, "test_loss_bbox_1": 0.20594580764444465, "test_loss_giou_1": 0.5752183897500365, "test_loss_mask_ce_1": 0.27640500034277254, "test_loss_mask_dice_1": 0.9288709274893813, "test_loss_ce_2": 3.9070290242165244, "test_loss_bbox_2": 0.19610681802968355, "test_loss_giou_2": 0.5609115063295066, "test_loss_mask_ce_2": 0.26470080032902227, "test_loss_mask_dice_2": 0.9082500376762488, "test_loss_ce_enc": 4.219996438746438, "test_loss_bbox_enc": 0.2935168414331569, "test_loss_giou_enc": 0.6616775297116689, "test_loss_mask_ce_enc": 0.3020364293494286, "test_loss_mask_dice_enc": 1.0803935718842042, "test_loss_ce_unscaled": 0.7719184027777778, "test_class_error_unscaled": -2.1736166755698007e-08, "test_loss_bbox_unscaled": 0.03797771759925574, "test_loss_giou_unscaled": 0.27561485039287825, "test_cardinality_error_unscaled": 8.844729344729345, "test_loss_mask_ce_unscaled": 0.0528271979230464, "test_loss_mask_dice_unscaled": 0.18261119030267425, "test_loss_ce_0_unscaled": 0.8867076210826211, "test_loss_bbox_0_unscaled": 0.04313377316436197, "test_loss_giou_0_unscaled": 0.29624881717426826, "test_cardinality_error_0_unscaled": 8.844729344729345, "test_loss_mask_ce_0_unscaled": 0.055800051293057255, "test_loss_mask_dice_0_unscaled": 0.19008683570344903, "test_loss_ce_1_unscaled": 0.8044593571937322, "test_loss_bbox_1_unscaled": 0.041189161516683566, "test_loss_giou_1_unscaled": 0.28760919487501824, "test_cardinality_error_1_unscaled": 8.844729344729345, "test_loss_mask_ce_1_unscaled": 0.05528099994915418, "test_loss_mask_dice_1_unscaled": 0.18577418541084667, "test_loss_ce_2_unscaled": 0.7814169337606838, "test_loss_bbox_2_unscaled": 0.03922136361177406, "test_loss_giou_2_unscaled": 0.2804557531647533, "test_cardinality_error_2_unscaled": 8.844729344729345, "test_loss_mask_ce_2_unscaled": 0.05294016000955363, "test_loss_mask_dice_2_unscaled": 0.18165000772204495, "test_loss_ce_enc_unscaled": 0.8439224982193733, "test_loss_bbox_enc_unscaled": 0.05870336824842328, "test_loss_giou_enc_unscaled": 0.33083876485583447, "test_cardinality_error_enc_unscaled": 8.844729344729345, "test_loss_mask_ce_enc_unscaled": 0.06040728588368308, "test_loss_mask_dice_enc_unscaled": 0.21607871434287806, "test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.34414547490249514, "map@50": 0.6824563009992274, "precision": 0.6782053436397244, "recall": 0.65}, {"class": "all", "map@50:95": 0.34414547490249514, "map@50": 0.6824563009992274, "precision": 0.6782053436397244, "recall": 0.65}], "map": 0.6824563009992274, "precision": 0.6782053436397244, "recall": 0.65}, "test_coco_eval_bbox": [0.34414547490249514, 0.6824563009992274, 0.3027088148416248, 0.22640805005518636, 0.4714526048338137, 0.6326161372744432, 0.07664680302786278, 0.3039942019648897, 0.5026252214527298, 0.3801540913921361, 0.6436720142602497, 0.7960629921259843], "test_coco_eval_masks": [0.2803607363986403, 0.6172045790418349, 0.21717313201880348, 0.15890756902559489, 0.4159493405259341, 0.5917993722250925, 0.07229827669511998, 0.26313416009019164, 0.39850217426316636, 0.2850690754516472, 0.5213903743315508, 0.6874015748031497], "epoch": 1, "n_parameters": 33833333, "ema_test_class_error": -2.1736166755698007e-08, "ema_test_loss": 29.344444421621468, "ema_test_loss_ce": 3.6152288105413106, "ema_test_loss_bbox": 0.17983799161352323, "ema_test_loss_giou": 0.5327349087366691, "ema_test_loss_mask_ce": 0.2649287702701455, "ema_test_loss_mask_dice": 0.9166836336976782, "ema_test_loss_ce_0": 4.34806801994302, "ema_test_loss_bbox_0": 0.1995844802583045, "ema_test_loss_giou_0": 0.5607047049153564, "ema_test_loss_mask_ce_0": 0.269056410478306, "ema_test_loss_mask_dice_0": 0.9290753686190331, "ema_test_loss_ce_1": 3.7446136039886038, "ema_test_loss_bbox_1": 0.19373851509345563, "ema_test_loss_giou_1": 0.5549018215759527, "ema_test_loss_mask_ce_1": 0.2747721673862377, "ema_test_loss_mask_dice_1": 0.9296003557168521, "ema_test_loss_ce_2": 3.6491942663817665, "ema_test_loss_bbox_2": 0.18569943555060275, "ema_test_loss_giou_2": 0.5433347504745182, "ema_test_loss_mask_ce_2": 0.2720788544484353, "ema_test_loss_mask_dice_2": 0.92264226877112, "ema_test_loss_ce_enc": 3.994079415954416, "ema_test_loss_bbox_enc": 0.27195398409736804, "ema_test_loss_giou_enc": 0.6338200357310113, "ema_test_loss_mask_ce_enc": 0.2961789623667032, "ema_test_loss_mask_dice_enc": 1.0619326953025285, "ema_test_loss_ce_unscaled": 0.7229734241452992, "ema_test_class_error_unscaled": -2.1736166755698007e-08, "ema_test_loss_bbox_unscaled": 0.03596759822612305, "ema_test_loss_giou_unscaled": 0.26636745436833453, "ema_test_cardinality_error_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_unscaled": 0.05298575419173748, "ema_test_loss_mask_dice_unscaled": 0.18333672673741297, "ema_test_loss_ce_0_unscaled": 0.8697471509971509, "ema_test_loss_bbox_0_unscaled": 0.039916896035740855, "ema_test_loss_giou_0_unscaled": 0.2803523524576782, "ema_test_cardinality_error_0_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_0_unscaled": 0.053811282058779754, "ema_test_loss_mask_dice_0_unscaled": 0.18581507357097418, "ema_test_loss_ce_1_unscaled": 0.7489427528490028, "ema_test_loss_bbox_1_unscaled": 0.03874770298791237, "ema_test_loss_giou_1_unscaled": 0.27745091078797635, "ema_test_cardinality_error_1_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_1_unscaled": 0.054954433440896774, "ema_test_loss_mask_dice_1_unscaled": 0.18592007094171653, "ema_test_loss_ce_2_unscaled": 0.7299456908831908, "ema_test_loss_bbox_2_unscaled": 0.03713988705652307, "ema_test_loss_giou_2_unscaled": 0.2716673752372591, "ema_test_cardinality_error_2_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_2_unscaled": 0.0544157708899524, "ema_test_loss_mask_dice_2_unscaled": 0.184528453514362, "ema_test_loss_ce_enc_unscaled": 0.7987502225783476, "ema_test_loss_bbox_enc_unscaled": 0.054390796823718945, "ema_test_loss_giou_enc_unscaled": 0.31691001786550566, "ema_test_cardinality_error_enc_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_enc_unscaled": 0.059235792496955375, "ema_test_loss_mask_dice_enc_unscaled": 0.2123865389671081, "ema_test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.37080965409733896, "map@50": 0.7020705884248327, "precision": 0.7339587242026266, "recall": 0.63}, {"class": "all", "map@50:95": 0.37080965409733896, "map@50": 0.7020705884248327, "precision": 0.7339587242026266, "recall": 0.63}], "map": 0.7020705884248327, "precision": 0.7339587242026266, "recall": 0.63}, "ema_test_coco_eval_bbox": [0.37080965409733896, 0.7020705884248327, 0.33903532554621474, 0.24656101634367433, 0.503878353427237, 0.6659831568971373, 0.08134965372845868, 0.3246094379127073, 0.5191335158640682, 0.39402231668437826, 0.6628639334521687, 0.8196850393700787], "ema_test_coco_eval_masks": [0.285738150998135, 0.6274189425483481, 0.22098865639235496, 0.15769485800654462, 0.4189850731596938, 0.6001484469206592, 0.07345788371718473, 0.2684007086487357, 0.3986793364470929, 0.28387353878852284, 0.5219251336898396, 0.6935695538057743], "all_best_res": 0.285738150998135, "all_best_ep": 1, "regular_best_res": 0.2803607363986403, "regular_best_ep": 1, "ema_best_res": 0.285738150998135, "ema_best_ep": 1, "now_time": "2026-01-16 06:07:12.279375", "train_epoch_time": "0:18:40", "epoch_time": "0:25:04"}
3
+ {"train_lr": 9.999999999999957e-05, "train_class_error": -7.95246335504886e-07, "train_loss": 29.970996148423186, "train_loss_ce": 3.532352341308656, "train_loss_bbox": 0.19850475018304023, "train_loss_giou": 0.5115312225388587, "train_loss_mask_ce": 0.31770801172873875, "train_loss_mask_dice": 0.8944601424353907, "train_loss_ce_0": 4.789069914274185, "train_loss_bbox_0": 0.21645910355963224, "train_loss_giou_0": 0.5236638764507996, "train_loss_mask_ce_0": 0.3276747244407183, "train_loss_mask_dice_0": 0.9085313379764557, "train_loss_ce_1": 3.80489294109593, "train_loss_bbox_1": 0.216419669917818, "train_loss_giou_1": 0.5257953479886055, "train_loss_mask_ce_1": 0.32598888618016086, "train_loss_mask_dice_1": 0.9043095654501588, "train_loss_ce_2": 3.5848088872160897, "train_loss_bbox_2": 0.20721522070685894, "train_loss_giou_2": 0.5195014117595039, "train_loss_mask_ce_2": 0.32101827353870055, "train_loss_mask_dice_2": 0.8958454149068372, "train_loss_ce_enc": 4.11398817351276, "train_loss_bbox_enc": 0.32133221114206, "train_loss_giou_enc": 0.6168207280604769, "train_loss_mask_ce_enc": 0.3687555579656693, "train_loss_mask_dice_enc": 1.024348416332313, "train_loss_ce_unscaled": 0.7064704689218477, "train_class_error_unscaled": -7.95246335504886e-07, "train_loss_bbox_unscaled": 0.039700950007485254, "train_loss_giou_unscaled": 0.25576561126942937, "train_cardinality_error_unscaled": 8.675895765472312, "train_loss_mask_ce_unscaled": 0.06354160223107676, "train_loss_mask_dice_unscaled": 0.17889202850892025, "train_loss_ce_0_unscaled": 0.9578139832431408, "train_loss_bbox_0_unscaled": 0.04329182073194837, "train_loss_giou_0_unscaled": 0.2618319382253998, "train_cardinality_error_0_unscaled": 8.675895765472312, "train_loss_mask_ce_0_unscaled": 0.06553494467943033, "train_loss_mask_dice_0_unscaled": 0.181706267405993, "train_loss_ce_1_unscaled": 0.7609785891317001, "train_loss_bbox_1_unscaled": 0.04328393387374641, "train_loss_giou_1_unscaled": 0.26289767399430275, "train_cardinality_error_1_unscaled": 8.674267100977199, "train_loss_mask_ce_1_unscaled": 0.06519777725180702, "train_loss_mask_dice_1_unscaled": 0.18086191286190326, "train_loss_ce_2_unscaled": 0.7169617760550315, "train_loss_bbox_2_unscaled": 0.04144304414683231, "train_loss_giou_2_unscaled": 0.25975070587975196, "train_cardinality_error_2_unscaled": 8.674267100977199, "train_loss_mask_ce_2_unscaled": 0.0642036548102766, "train_loss_mask_dice_2_unscaled": 0.1791690828017769, "train_loss_ce_enc_unscaled": 0.8227976363528435, "train_loss_bbox_enc_unscaled": 0.06426644212102171, "train_loss_giou_enc_unscaled": 0.30841036403023847, "train_cardinality_error_enc_unscaled": 8.675895765472312, "train_loss_mask_ce_enc_unscaled": 0.07375111150879911, "train_loss_mask_dice_enc_unscaled": 0.2048696831159949, "test_class_error": -2.1736166755698007e-08, "test_loss": 29.841487854634256, "test_loss_ce": 3.6262909544159543, "test_loss_bbox": 0.20896936315204684, "test_loss_giou": 0.5693722506958535, "test_loss_mask_ce": 0.2992693904437061, "test_loss_mask_dice": 0.951490309842971, "test_loss_ce_0": 4.136373753561253, "test_loss_bbox_0": 0.22798467876437384, "test_loss_giou_0": 0.5864413983037329, "test_loss_mask_ce_0": 0.30816503430576064, "test_loss_mask_dice_0": 0.9749552329466213, "test_loss_ce_1": 3.772235576923077, "test_loss_bbox_1": 0.21682003563922694, "test_loss_giou_1": 0.5850135811798254, "test_loss_mask_ce_1": 0.3112304571941707, "test_loss_mask_dice_1": 0.9743060735385982, "test_loss_ce_2": 3.68051103988604, "test_loss_bbox_2": 0.22560948589843222, "test_loss_giou_2": 0.585194372977966, "test_loss_mask_ce_2": 0.29519298664185395, "test_loss_mask_dice_2": 0.9660326820662898, "test_loss_ce_enc": 3.9076299857549857, "test_loss_bbox_enc": 0.3149264403048404, "test_loss_giou_enc": 0.6590521013380116, "test_loss_mask_ce_enc": 0.33190215087132235, "test_loss_mask_dice_enc": 1.1265184728168693, "test_loss_ce_unscaled": 0.7252965856481481, "test_class_error_unscaled": -2.1736166755698007e-08, "test_loss_bbox_unscaled": 0.04179387258636391, "test_loss_giou_unscaled": 0.28468612534792676, "test_cardinality_error_unscaled": 8.844729344729345, "test_loss_mask_ce_unscaled": 0.05985387813756269, "test_loss_mask_dice_unscaled": 0.1902980617223642, "test_loss_ce_0_unscaled": 0.8272958956552706, "test_loss_bbox_0_unscaled": 0.04559693575181343, "test_loss_giou_0_unscaled": 0.29322069915186644, "test_cardinality_error_0_unscaled": 8.844729344729345, "test_loss_mask_ce_0_unscaled": 0.06163300678367459, "test_loss_mask_dice_0_unscaled": 0.1949910464407372, "test_loss_ce_1_unscaled": 0.7545517272079773, "test_loss_bbox_1_unscaled": 0.043364006986157, "test_loss_giou_1_unscaled": 0.2925067905899127, "test_cardinality_error_1_unscaled": 8.844729344729345, "test_loss_mask_ce_1_unscaled": 0.06224609148606361, "test_loss_mask_dice_1_unscaled": 0.19486121456550057, "test_loss_ce_2_unscaled": 0.73612224002849, "test_loss_bbox_2_unscaled": 0.04512189722691591, "test_loss_giou_2_unscaled": 0.292597186488983, "test_cardinality_error_2_unscaled": 8.844729344729345, "test_loss_mask_ce_2_unscaled": 0.05903859740850168, "test_loss_mask_dice_2_unscaled": 0.19320653582740033, "test_loss_ce_enc_unscaled": 0.7816005608974359, "test_loss_bbox_enc_unscaled": 0.06298528806415209, "test_loss_giou_enc_unscaled": 0.3295260506690058, "test_cardinality_error_enc_unscaled": 8.844729344729345, "test_loss_mask_ce_enc_unscaled": 0.06638043040298244, "test_loss_mask_dice_enc_unscaled": 0.2253036941812928, "test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.35407081202063273, "map@50": 0.6943821644888748, "precision": 0.7672675713996354, "recall": 0.61}, {"class": "all", "map@50:95": 0.35407081202063273, "map@50": 0.6943821644888748, "precision": 0.7672675713996354, "recall": 0.61}], "map": 0.6943821644888748, "precision": 0.7672675713996354, "recall": 0.61}, "test_coco_eval_bbox": [0.35407081202063273, 0.6943821644888748, 0.3151857630329278, 0.23692413294123466, 0.4839955453705982, 0.6276609246635038, 0.0792881301336769, 0.31327105814140765, 0.5025124818811403, 0.38095111583421887, 0.6376708259061199, 0.8044619422572179], "test_coco_eval_masks": [0.26896621994002723, 0.6036507962468414, 0.20211667318999682, 0.14168273588587574, 0.40497840398252816, 0.5795753034129583, 0.07184731840876149, 0.25872121114511193, 0.3795458205830246, 0.26105207226354943, 0.5028520499108735, 0.6925196850393701], "epoch": 2, "n_parameters": 33833333, "ema_test_class_error": -2.1736166755698007e-08, "ema_test_loss": 28.477825873937363, "ema_test_loss_ce": 3.4962050391737893, "ema_test_loss_bbox": 0.1692100232122121, "ema_test_loss_giou": 0.5254266899493005, "ema_test_loss_mask_ce": 0.2538926417692604, "ema_test_loss_mask_dice": 0.885811009043642, "ema_test_loss_ce_0": 4.187010327635328, "ema_test_loss_bbox_0": 0.19370352227421228, "ema_test_loss_giou_0": 0.5542814818839742, "ema_test_loss_mask_ce_0": 0.26324497633467714, "ema_test_loss_mask_dice_0": 0.9433989857676363, "ema_test_loss_ce_1": 3.6001825142450143, "ema_test_loss_bbox_1": 0.1847357998928453, "ema_test_loss_giou_1": 0.5425506377449403, "ema_test_loss_mask_ce_1": 0.26344185055066377, "ema_test_loss_mask_dice_1": 0.9275784209752694, "ema_test_loss_ce_2": 3.539607816951567, "ema_test_loss_bbox_2": 0.17454489677125573, "ema_test_loss_giou_2": 0.5322716527345174, "ema_test_loss_mask_ce_2": 0.2557150985822718, "ema_test_loss_mask_dice_2": 0.8975733570818208, "ema_test_loss_ce_enc": 3.895076566951567, "ema_test_loss_bbox_enc": 0.2630435397100245, "ema_test_loss_giou_enc": 0.6206318785322358, "ema_test_loss_mask_ce_enc": 0.2894140998501214, "ema_test_loss_mask_dice_enc": 1.019272932469675, "ema_test_loss_ce_unscaled": 0.6993077813390314, "ema_test_class_error_unscaled": -2.1736166755698007e-08, "ema_test_loss_bbox_unscaled": 0.03384200465252511, "ema_test_loss_giou_unscaled": 0.26271334497465026, "ema_test_cardinality_error_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_unscaled": 0.05077852812619545, "ema_test_loss_mask_dice_unscaled": 0.17716220192123003, "ema_test_loss_ce_0_unscaled": 0.8373620014245015, "ema_test_loss_bbox_0_unscaled": 0.03874070442512504, "ema_test_loss_giou_0_unscaled": 0.2771407409419871, "ema_test_cardinality_error_0_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_0_unscaled": 0.052648995440463905, "ema_test_loss_mask_dice_0_unscaled": 0.18867979743159735, "ema_test_loss_ce_1_unscaled": 0.7200576477920227, "ema_test_loss_bbox_1_unscaled": 0.036947160017307835, "ema_test_loss_giou_1_unscaled": 0.27127531887247014, "ema_test_cardinality_error_1_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_1_unscaled": 0.05268837037387482, "ema_test_loss_mask_dice_1_unscaled": 0.1855156842799608, "ema_test_loss_ce_2_unscaled": 0.707977207977208, "ema_test_loss_bbox_2_unscaled": 0.034908979435974034, "ema_test_loss_giou_2_unscaled": 0.2661358263672587, "ema_test_cardinality_error_2_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_2_unscaled": 0.05114301953974188, "ema_test_loss_mask_dice_2_unscaled": 0.1795146715670739, "ema_test_loss_ce_enc_unscaled": 0.7789797008547008, "ema_test_loss_bbox_enc_unscaled": 0.052608708100144, "ema_test_loss_giou_enc_unscaled": 0.3103159392661179, "ema_test_cardinality_error_enc_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_enc_unscaled": 0.057882819908466776, "ema_test_loss_mask_dice_enc_unscaled": 0.20385458672742898, "ema_test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.3851763136993905, "map@50": 0.7269348321589487, "precision": 0.7656991083285904, "recall": 0.65}, {"class": "all", "map@50:95": 0.3851763136993905, "map@50": 0.7269348321589487, "precision": 0.7656991083285904, "recall": 0.65}], "map": 0.7269348321589487, "precision": 0.7656991083285904, "recall": 0.65}, "ema_test_coco_eval_bbox": [0.3851763136993905, 0.7269348321589487, 0.3515036441003321, 0.2532702082969974, 0.5172516353902912, 0.7070312408448332, 0.08474794652923176, 0.3315992913512643, 0.5210500885810919, 0.3937035069075452, 0.663458110516934, 0.8355643044619423], "ema_test_coco_eval_masks": [0.29629354245313716, 0.6430204497766846, 0.23321191196685145, 0.15714395486971672, 0.43255433746803795, 0.6333199594167914, 0.0754710903527138, 0.27400547592204866, 0.4000322113061685, 0.2813230605738576, 0.5263814616755793, 0.7073490813648293], "all_best_res": 0.29629354245313716, "all_best_ep": 2, "regular_best_res": 0.2803607363986403, "regular_best_ep": 1, "ema_best_res": 0.29629354245313716, "ema_best_ep": 2, "now_time": "2026-01-16 06:32:58.509744", "train_epoch_time": "0:19:30", "epoch_time": "0:25:46"}
4
+ {"train_lr": 9.999999999999957e-05, "train_class_error": -8.449492314739413e-07, "train_loss": 28.988502126563255, "train_loss_ce": 3.3425856890818193, "train_loss_bbox": 0.20046764426540087, "train_loss_giou": 0.5281321755109858, "train_loss_mask_ce": 0.3083072025268202, "train_loss_mask_dice": 0.8944385185692132, "train_loss_ce_0": 4.551851418585264, "train_loss_bbox_0": 0.2125102639538069, "train_loss_giou_0": 0.5471588462008715, "train_loss_mask_ce_0": 0.30844030816848195, "train_loss_mask_dice_0": 0.9160096703115426, "train_loss_ce_1": 3.6162874112300063, "train_loss_bbox_1": 0.21413096355984187, "train_loss_giou_1": 0.5455134015906518, "train_loss_mask_ce_1": 0.31117741393489634, "train_loss_mask_dice_1": 0.9076382259592559, "train_loss_ce_2": 3.397043774492966, "train_loss_bbox_2": 0.20657310043901497, "train_loss_giou_2": 0.534873918087164, "train_loss_mask_ce_2": 0.30806261012239644, "train_loss_mask_dice_2": 0.9013329335163781, "train_loss_ce_enc": 3.9108209547856734, "train_loss_bbox_enc": 0.32165478334947206, "train_loss_giou_enc": 0.6433733297869902, "train_loss_mask_ce_enc": 0.3404913107934332, "train_loss_mask_dice_enc": 1.0196260331313851, "train_loss_ce_unscaled": 0.6685171390395211, "train_class_error_unscaled": -8.449492314739413e-07, "train_loss_bbox_unscaled": 0.04009352893802164, "train_loss_giou_unscaled": 0.2640660877554929, "train_cardinality_error_unscaled": 8.509771986970684, "train_loss_mask_ce_unscaled": 0.06166144052720614, "train_loss_mask_dice_unscaled": 0.17888770375024612, "train_loss_ce_0_unscaled": 0.910370282319159, "train_loss_bbox_0_unscaled": 0.04250205285143386, "train_loss_giou_0_unscaled": 0.27357942310043576, "train_cardinality_error_0_unscaled": 8.509771986970684, "train_loss_mask_ce_0_unscaled": 0.06168806163369638, "train_loss_mask_dice_0_unscaled": 0.18320193413511549, "train_loss_ce_1_unscaled": 0.7232574822460013, "train_loss_bbox_1_unscaled": 0.04282619267799179, "train_loss_giou_1_unscaled": 0.2727567007953259, "train_cardinality_error_1_unscaled": 8.504885993485342, "train_loss_mask_ce_1_unscaled": 0.06223548262559048, "train_loss_mask_dice_1_unscaled": 0.18152764505109104, "train_loss_ce_2_unscaled": 0.6794087552383591, "train_loss_bbox_2_unscaled": 0.04131462009083662, "train_loss_giou_2_unscaled": 0.267436959043582, "train_cardinality_error_2_unscaled": 8.509771986970684, "train_loss_mask_ce_2_unscaled": 0.06161252205966932, "train_loss_mask_dice_2_unscaled": 0.18026658642660912, "train_loss_ce_enc_unscaled": 0.7821641906076612, "train_loss_bbox_enc_unscaled": 0.06433095674998209, "train_loss_giou_enc_unscaled": 0.3216866648934951, "train_cardinality_error_enc_unscaled": 8.509771986970684, "train_loss_mask_ce_enc_unscaled": 0.06809826240441019, "train_loss_mask_dice_enc_unscaled": 0.20392520643212508, "test_class_error": -2.1736166755698007e-08, "test_loss": 29.50483956567922, "test_loss_ce": 3.5094150641025643, "test_loss_bbox": 0.1967660782598702, "test_loss_giou": 0.5698975055263593, "test_loss_mask_ce": 0.28305519133424145, "test_loss_mask_dice": 0.960069472760896, "test_loss_ce_0": 4.101495726495727, "test_loss_bbox_0": 0.21641219352130536, "test_loss_giou_0": 0.6068398340305372, "test_loss_mask_ce_0": 0.2840434113183083, "test_loss_mask_dice_0": 1.0155598034291526, "test_loss_ce_1": 3.6356615028490027, "test_loss_bbox_1": 0.20585871956966542, "test_loss_giou_1": 0.5830957131338256, "test_loss_mask_ce_1": 0.2861556944217098, "test_loss_mask_dice_1": 0.9778396440537227, "test_loss_ce_2": 3.5783141915954415, "test_loss_bbox_2": 0.19974023434850904, "test_loss_giou_2": 0.5800580766550836, "test_loss_mask_ce_2": 0.2879654506799842, "test_loss_mask_dice_2": 0.9862037427150286, "test_loss_ce_enc": 4.014245014245014, "test_loss_bbox_enc": 0.31982801754844836, "test_loss_giou_enc": 0.7154763478499192, "test_loss_mask_ce_enc": 0.30173471507396116, "test_loss_mask_dice_enc": 1.0891082398911827, "test_loss_ce_unscaled": 0.7019675925925926, "test_class_error_unscaled": -2.1736166755698007e-08, "test_loss_bbox_unscaled": 0.03935321569283549, "test_loss_giou_unscaled": 0.28494875276317966, "test_cardinality_error_unscaled": 8.844729344729345, "test_loss_mask_ce_unscaled": 0.05661103812091456, "test_loss_mask_dice_unscaled": 0.19201389450229642, "test_loss_ce_0_unscaled": 0.8203013710826211, "test_loss_bbox_0_unscaled": 0.04328243881782405, "test_loss_giou_0_unscaled": 0.3034199170152686, "test_cardinality_error_0_unscaled": 8.844729344729345, "test_loss_mask_ce_0_unscaled": 0.05680868219042945, "test_loss_mask_dice_0_unscaled": 0.20311196035893894, "test_loss_ce_1_unscaled": 0.7271133814102564, "test_loss_bbox_1_unscaled": 0.04117174396434656, "test_loss_giou_1_unscaled": 0.2915478565669128, "test_cardinality_error_1_unscaled": 8.844729344729345, "test_loss_mask_ce_1_unscaled": 0.0572311389392661, "test_loss_mask_dice_1_unscaled": 0.195567928976313, "test_loss_ce_2_unscaled": 0.7156728543447294, "test_loss_bbox_2_unscaled": 0.039948046902603236, "test_loss_giou_2_unscaled": 0.2900290383275418, "test_cardinality_error_2_unscaled": 8.844729344729345, "test_loss_mask_ce_2_unscaled": 0.057593090218250396, "test_loss_mask_dice_2_unscaled": 0.19724074798368152, "test_loss_ce_enc_unscaled": 0.8028734864672364, "test_loss_bbox_enc_unscaled": 0.06396560322100621, "test_loss_giou_enc_unscaled": 0.3577381739249596, "test_cardinality_error_enc_unscaled": 8.844729344729345, "test_loss_mask_ce_enc_unscaled": 0.06034694318301403, "test_loss_mask_dice_enc_unscaled": 0.21782164788271627, "test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.35641302520338564, "map@50": 0.7079935464212869, "precision": 0.745750184774575, "recall": 0.65}, {"class": "all", "map@50:95": 0.35641302520338564, "map@50": 0.7079935464212869, "precision": 0.745750184774575, "recall": 0.65}], "map": 0.7079935464212869, "precision": 0.745750184774575, "recall": 0.65}, "test_coco_eval_bbox": [0.35641302520338564, 0.7079935464212869, 0.30892691308255577, 0.22557298278119947, 0.48410997203780065, 0.6676504976947163, 0.08068932195200515, 0.3128684168143018, 0.4877113866967305, 0.35998937300743894, 0.631729055258467, 0.8005249343832022], "test_coco_eval_masks": [0.2767704340658269, 0.619057506189423, 0.20954398456755874, 0.13727948390604217, 0.4066730417255226, 0.6154143023505874, 0.07447253986149138, 0.2593815429215655, 0.3739893702689644, 0.25193942614240167, 0.5029708853238265, 0.6919947506561679], "epoch": 3, "n_parameters": 33833333, "ema_test_class_error": -2.1736166755698007e-08, "ema_test_loss": 27.738475976166903, "ema_test_loss_ce": 3.3858618233618234, "ema_test_loss_bbox": 0.1650560523497413, "ema_test_loss_giou": 0.5158222020521462, "ema_test_loss_mask_ce": 0.24195481906844002, "ema_test_loss_mask_dice": 0.8730087917075198, "ema_test_loss_ce_0": 4.0528400997151, "ema_test_loss_bbox_0": 0.18883812241786904, "ema_test_loss_giou_0": 0.545517637179448, "ema_test_loss_mask_ce_0": 0.25053484983041757, "ema_test_loss_mask_dice_0": 0.9251767757781211, "ema_test_loss_ce_1": 3.522113158831909, "ema_test_loss_bbox_1": 0.17774590187602574, "ema_test_loss_giou_1": 0.5344919044407684, "ema_test_loss_mask_ce_1": 0.25198053555865574, "ema_test_loss_mask_dice_1": 0.8953657852448629, "ema_test_loss_ce_2": 3.4185585826210825, "ema_test_loss_bbox_2": 0.17444867511250695, "ema_test_loss_giou_2": 0.5286780503230897, "ema_test_loss_mask_ce_2": 0.24778306366414085, "ema_test_loss_mask_dice_2": 0.8916345045522407, "ema_test_loss_ce_enc": 3.8074697293447293, "ema_test_loss_bbox_enc": 0.2579943603090411, "ema_test_loss_giou_enc": 0.6072024117592733, "ema_test_loss_mask_ce_enc": 0.2670838400254562, "ema_test_loss_mask_dice_enc": 1.0113143494665793, "ema_test_loss_ce_unscaled": 0.6772725249287749, "ema_test_class_error_unscaled": -2.1736166755698007e-08, "ema_test_loss_bbox_unscaled": 0.03301121044553753, "ema_test_loss_giou_unscaled": 0.2579111010260731, "ema_test_cardinality_error_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_unscaled": 0.04839096388559353, "ema_test_loss_mask_dice_unscaled": 0.1746017584136748, "ema_test_loss_ce_0_unscaled": 0.8106359063390314, "ema_test_loss_bbox_0_unscaled": 0.03776762451435256, "ema_test_loss_giou_0_unscaled": 0.272758818589724, "ema_test_cardinality_error_0_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_0_unscaled": 0.05010696998306489, "ema_test_loss_mask_dice_0_unscaled": 0.18503535579242597, "ema_test_loss_ce_1_unscaled": 0.7045105502136753, "ema_test_loss_bbox_1_unscaled": 0.03554918030887163, "ema_test_loss_giou_1_unscaled": 0.2672459522203842, "ema_test_cardinality_error_1_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_1_unscaled": 0.05039610699790283, "ema_test_loss_mask_dice_1_unscaled": 0.17907315716571956, "ema_test_loss_ce_2_unscaled": 0.6837050391737892, "ema_test_loss_bbox_2_unscaled": 0.03488973513022702, "ema_test_loss_giou_2_unscaled": 0.26433902516154484, "ema_test_cardinality_error_2_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_2_unscaled": 0.04955661271505079, "ema_test_loss_mask_dice_2_unscaled": 0.17832690109087532, "ema_test_loss_ce_enc_unscaled": 0.7616018963675214, "ema_test_loss_bbox_enc_unscaled": 0.05159887209258698, "ema_test_loss_giou_enc_unscaled": 0.3036012058796366, "ema_test_cardinality_error_enc_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_enc_unscaled": 0.05341676815527032, "ema_test_loss_mask_dice_enc_unscaled": 0.20226286922679668, "ema_test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.40010577616634235, "map@50": 0.7416556709542351, "precision": 0.772271714922049, "recall": 0.67}, {"class": "all", "map@50:95": 0.40010577616634235, "map@50": 0.7416556709542351, "precision": 0.772271714922049, "recall": 0.67}], "map": 0.7416556709542351, "precision": 0.772271714922049, "recall": 0.67}, "ema_test_coco_eval_bbox": [0.40010577616634235, 0.7416556709542351, 0.3727016891526713, 0.2632179700477385, 0.5317496208018709, 0.7289048024706684, 0.08688999838943469, 0.34181027540666775, 0.5293283942663874, 0.4036397449521786, 0.6700534759358289, 0.8393700787401576], "ema_test_coco_eval_masks": [0.3065236887049334, 0.6577338441858173, 0.2439499467906393, 0.16320158629591816, 0.4414839013518577, 0.6480735069629869, 0.07754871960057981, 0.2803027862779836, 0.40128845224673854, 0.282173219978746, 0.5263220439691029, 0.713517060367454], "all_best_res": 0.3065236887049334, "all_best_ep": 3, "regular_best_res": 0.2803607363986403, "regular_best_ep": 1, "ema_best_res": 0.3065236887049334, "ema_best_ep": 3, "now_time": "2026-01-16 06:58:21.712309", "train_epoch_time": "0:19:10", "epoch_time": "0:25:23"}
5
+ {"train_lr": 9.999999999999957e-05, "train_class_error": -1.0934637113192183e-06, "train_loss": 28.136237306004627, "train_loss_ce": 3.248462805142232, "train_loss_bbox": 0.1909633981434064, "train_loss_giou": 0.5112769738179465, "train_loss_mask_ce": 0.28066289096051394, "train_loss_mask_dice": 0.8578360852958326, "train_loss_ce_0": 4.468383470653323, "train_loss_bbox_0": 0.2080391278484357, "train_loss_giou_0": 0.530657280588383, "train_loss_mask_ce_0": 0.2857839057543573, "train_loss_mask_dice_0": 0.8802810597691552, "train_loss_ce_1": 3.503856167342841, "train_loss_bbox_1": 0.20701255028042032, "train_loss_giou_1": 0.5284996294091889, "train_loss_mask_ce_1": 0.28912672993851407, "train_loss_mask_dice_1": 0.8707786877108707, "train_loss_ce_2": 3.3179876252960305, "train_loss_bbox_2": 0.19764145614172815, "train_loss_giou_2": 0.518351240004701, "train_loss_mask_ce_2": 0.28262479924854705, "train_loss_mask_dice_2": 0.8614192703065344, "train_loss_ce_enc": 3.875931120074145, "train_loss_bbox_enc": 0.3097090672107007, "train_loss_giou_enc": 0.624229293886924, "train_loss_mask_ce_enc": 0.3082896550019129, "train_loss_mask_dice_enc": 0.9784329075378393, "train_loss_ce_unscaled": 0.6496925608828324, "train_class_error_unscaled": -1.0934637113192183e-06, "train_loss_bbox_unscaled": 0.03819267973546485, "train_loss_giou_unscaled": 0.25563848690897323, "train_cardinality_error_unscaled": 8.314332247557003, "train_loss_mask_ce_unscaled": 0.056132578186338905, "train_loss_mask_dice_unscaled": 0.17156721698878644, "train_loss_ce_0_unscaled": 0.8936766962663358, "train_loss_bbox_0_unscaled": 0.041607825661909306, "train_loss_giou_0_unscaled": 0.2653286402941915, "train_cardinality_error_0_unscaled": 8.314332247557003, "train_loss_mask_ce_0_unscaled": 0.05715678133834942, "train_loss_mask_dice_0_unscaled": 0.17605621182035158, "train_loss_ce_1_unscaled": 0.7007712321871655, "train_loss_bbox_1_unscaled": 0.04140251005487061, "train_loss_giou_1_unscaled": 0.26424981470459447, "train_cardinality_error_1_unscaled": 8.306188925081432, "train_loss_mask_ce_1_unscaled": 0.057825346085992234, "train_loss_mask_dice_1_unscaled": 0.17415573773147228, "train_loss_ce_2_unscaled": 0.6635975267871583, "train_loss_bbox_2_unscaled": 0.039528291241693575, "train_loss_giou_2_unscaled": 0.2591756200023505, "train_cardinality_error_2_unscaled": 8.31270358306189, "train_loss_mask_ce_2_unscaled": 0.05652495987215823, "train_loss_mask_dice_2_unscaled": 0.17228385406858757, "train_loss_ce_enc_unscaled": 0.7751862234906187, "train_loss_bbox_enc_unscaled": 0.06194181343485944, "train_loss_giou_enc_unscaled": 0.312114646943462, "train_cardinality_error_enc_unscaled": 8.315960912052118, "train_loss_mask_ce_enc_unscaled": 0.061657930806230644, "train_loss_mask_dice_enc_unscaled": 0.19568658178423437, "test_class_error": -2.1736166755698007e-08, "test_loss": 28.371996751877656, "test_loss_ce": 3.4305666844729346, "test_loss_bbox": 0.19166369769096034, "test_loss_giou": 0.5449552698395191, "test_loss_mask_ce": 0.26777110133649107, "test_loss_mask_dice": 0.9285092589437453, "test_loss_ce_0": 4.010194088319088, "test_loss_bbox_0": 0.21279208115872494, "test_loss_giou_0": 0.5651853534146252, "test_loss_mask_ce_0": 0.2620126394464759, "test_loss_mask_dice_0": 0.9522521050057859, "test_loss_ce_1": 3.517939814814815, "test_loss_bbox_1": 0.2022157009807747, "test_loss_giou_1": 0.5613480256153986, "test_loss_mask_ce_1": 0.2710328277975236, "test_loss_mask_dice_1": 0.9584801662341822, "test_loss_ce_2": 3.4478165064102564, "test_loss_bbox_2": 0.19144641166483914, "test_loss_giou_2": 0.5446045463029136, "test_loss_mask_ce_2": 0.26427649653535285, "test_loss_mask_dice_2": 0.9418306450049082, "test_loss_ce_enc": 3.786102207977208, "test_loss_bbox_enc": 0.29790359266378263, "test_loss_giou_enc": 0.6547035939163632, "test_loss_mask_ce_enc": 0.2860389404380933, "test_loss_mask_dice_enc": 1.0803549979996478, "test_loss_ce_unscaled": 0.6860337651353277, "test_class_error_unscaled": -2.1736166755698007e-08, "test_loss_bbox_unscaled": 0.038332739497330626, "test_loss_giou_unscaled": 0.27247763491975957, "test_cardinality_error_unscaled": 8.844729344729345, "test_loss_mask_ce_unscaled": 0.05355422016487926, "test_loss_mask_dice_unscaled": 0.18570185226635036, "test_loss_ce_0_unscaled": 0.8021723646723646, "test_loss_bbox_0_unscaled": 0.04255841622803031, "test_loss_giou_0_unscaled": 0.2825926767073126, "test_cardinality_error_0_unscaled": 8.844729344729345, "test_loss_mask_ce_0_unscaled": 0.052402527860904435, "test_loss_mask_dice_0_unscaled": 0.1904504206615296, "test_loss_ce_1_unscaled": 0.7036619702635327, "test_loss_bbox_1_unscaled": 0.040443140289021864, "test_loss_giou_1_unscaled": 0.2806740128076993, "test_cardinality_error_1_unscaled": 8.843304843304843, "test_loss_mask_ce_1_unscaled": 0.0542065656247769, "test_loss_mask_dice_1_unscaled": 0.19169603333811136, "test_loss_ce_2_unscaled": 0.6896256232193733, "test_loss_bbox_2_unscaled": 0.038289282351541214, "test_loss_giou_2_unscaled": 0.2723022731514568, "test_cardinality_error_2_unscaled": 8.844729344729345, "test_loss_mask_ce_2_unscaled": 0.052855299110458026, "test_loss_mask_dice_2_unscaled": 0.18836612886937595, "test_loss_ce_enc_unscaled": 0.7572059740028491, "test_loss_bbox_enc_unscaled": 0.05958071848287372, "test_loss_giou_enc_unscaled": 0.3273517969581816, "test_cardinality_error_enc_unscaled": 8.844729344729345, "test_loss_mask_ce_enc_unscaled": 0.057207788141746804, "test_loss_mask_dice_enc_unscaled": 0.21607099972304455, "test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.37995583774345526, "map@50": 0.7187277022697576, "precision": 0.7559490868843387, "recall": 0.66}, {"class": "all", "map@50:95": 0.37995583774345526, "map@50": 0.7187277022697576, "precision": 0.7559490868843387, "recall": 0.66}], "map": 0.7187277022697576, "precision": 0.7559490868843387, "recall": 0.66}, "test_coco_eval_bbox": [0.37995583774345526, 0.7187277022697576, 0.3491569442038587, 0.2517233587740373, 0.5069844086715849, 0.6791303657197153, 0.08296021903688194, 0.3272668706716057, 0.5144628764696408, 0.3897183846971307, 0.6589423648247179, 0.8115485564304462], "test_coco_eval_masks": [0.2852221072537657, 0.6278657259624714, 0.22459071606472816, 0.15008969626486424, 0.39459841572352095, 0.617028094546566, 0.07389273635045902, 0.26823965211789336, 0.3926075052343373, 0.27619553666312424, 0.5153297682709448, 0.6965879265091863], "epoch": 4, "n_parameters": 33833333, "ema_test_class_error": -2.1736166755698007e-08, "ema_test_loss": 27.434847704026094, "ema_test_loss_ce": 3.3036747685185186, "ema_test_loss_bbox": 0.1653574764983267, "ema_test_loss_giou": 0.5136149883949519, "ema_test_loss_mask_ce": 0.2487632827116893, "ema_test_loss_mask_dice": 0.890743811330904, "ema_test_loss_ce_0": 3.9736689814814814, "ema_test_loss_bbox_0": 0.18877020526008728, "ema_test_loss_giou_0": 0.550421340088559, "ema_test_loss_mask_ce_0": 0.251923630762304, "ema_test_loss_mask_dice_0": 0.9446924412861849, "ema_test_loss_ce_1": 3.4278400997150995, "ema_test_loss_bbox_1": 0.1825870451679257, "ema_test_loss_giou_1": 0.5352051197378723, "ema_test_loss_mask_ce_1": 0.2569154471668423, "ema_test_loss_mask_dice_1": 0.9180318109500103, "ema_test_loss_ce_2": 3.3255987357549857, "ema_test_loss_bbox_2": 0.17361909009919546, "ema_test_loss_giou_2": 0.5248588953814616, "ema_test_loss_mask_ce_2": 0.2510044597980813, "ema_test_loss_mask_dice_2": 0.8981696175798731, "ema_test_loss_ce_enc": 3.7629540598290596, "ema_test_loss_bbox_enc": 0.26075717439593754, "ema_test_loss_giou_enc": 0.6082930732146967, "ema_test_loss_mask_ce_enc": 0.2755867761275877, "ema_test_loss_mask_dice_enc": 1.0017953615667474, "ema_test_loss_ce_unscaled": 0.6606653979700855, "ema_test_class_error_unscaled": -2.1736166755698007e-08, "ema_test_loss_bbox_unscaled": 0.03307149534848681, "ema_test_loss_giou_unscaled": 0.25680749419747595, "ema_test_cardinality_error_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_unscaled": 0.04975265650306841, "ema_test_loss_mask_dice_unscaled": 0.1781487618798544, "ema_test_loss_ce_0_unscaled": 0.7948217147435898, "ema_test_loss_bbox_0_unscaled": 0.0377540409596812, "ema_test_loss_giou_0_unscaled": 0.2752106700442795, "ema_test_cardinality_error_0_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_0_unscaled": 0.05038472607418725, "ema_test_loss_mask_dice_0_unscaled": 0.18893848797916687, "ema_test_loss_ce_1_unscaled": 0.6855858262108262, "ema_test_loss_bbox_1_unscaled": 0.03651740904791318, "ema_test_loss_giou_1_unscaled": 0.26760255986893616, "ema_test_cardinality_error_1_unscaled": 8.843304843304843, "ema_test_loss_mask_ce_1_unscaled": 0.05138308948643527, "ema_test_loss_mask_dice_1_unscaled": 0.18360636209235912, "ema_test_loss_ce_2_unscaled": 0.665214342948718, "ema_test_loss_bbox_2_unscaled": 0.03472381799436702, "ema_test_loss_giou_2_unscaled": 0.2624294476907308, "ema_test_cardinality_error_2_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_2_unscaled": 0.05020089208697661, "ema_test_loss_mask_dice_2_unscaled": 0.17963392323578184, "ema_test_loss_ce_enc_unscaled": 0.7525763443732194, "ema_test_loss_bbox_enc_unscaled": 0.052151434813384655, "ema_test_loss_giou_enc_unscaled": 0.30414653660734836, "ema_test_cardinality_error_enc_unscaled": 8.844729344729345, "ema_test_loss_mask_ce_enc_unscaled": 0.05511735511168923, "ema_test_loss_mask_dice_enc_unscaled": 0.20035907234518957, "ema_test_results_json": {"class_map": [{"class": "Leaf Diseases", "map@50:95": 0.40583989751592603, "map@50": 0.751634477117489, "precision": 0.7980437284234753, "recall": 0.67}, {"class": "all", "map@50:95": 0.40583989751592603, "map@50": 0.751634477117489, "precision": 0.7980437284234753, "recall": 0.67}], "map": 0.751634477117489, "precision": 0.7980437284234753, "recall": 0.67}, "ema_test_coco_eval_bbox": [0.40583989751592603, 0.751634477117489, 0.37715843593747195, 0.26776399070706963, 0.542378219147964, 0.732485224881066, 0.08717990014495088, 0.3446126590433242, 0.5306490578192946, 0.404489904357067, 0.6734402852049911, 0.8384514435695538], "ema_test_coco_eval_masks": [0.3082577826819705, 0.6635182490657529, 0.24340165391406568, 0.16385707791976026, 0.4412801345764421, 0.6496789688000022, 0.07790304396843292, 0.2818328233209857, 0.4018199387985183, 0.2828374070138151, 0.5277480689245395, 0.7114173228346456], "all_best_res": 0.3082577826819705, "all_best_ep": 4, "regular_best_res": 0.2852221072537657, "regular_best_ep": 4, "ema_best_res": 0.3082577826819705, "ema_best_ep": 4, "now_time": "2026-01-16 07:23:31.585705", "train_epoch_time": "0:18:45", "epoch_time": "0:25:09"}
metrics_plot.png ADDED

Git LFS Details

  • SHA256: 17af5e470ba92308df5177ce2cf15dd014e9bf4774fac4416bebf2271c470ae4
  • Pointer size: 131 Bytes
  • Size of remote file: 166 kB
results.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"class_map": {"valid": [{"class": "Leaf Diseases", "map@50:95": 0.40583989751592603, "map@50": 0.751634477117489, "precision": 0.7980437284234753, "recall": 0.67}, {"class": "all", "map@50:95": 0.40583989751592603, "map@50": 0.751634477117489, "precision": 0.7980437284234753, "recall": 0.67}], "test": [{"class": "Leaf Diseases", "map@50:95": 0.4204491551793722, "map@50": 0.7691285581496297, "precision": 0.8173076923076923, "recall": 0.6900000000000001}, {"class": "all", "map@50:95": 0.4204491551793722, "map@50": 0.7691285581496297, "precision": 0.8173076923076923, "recall": 0.6900000000000001}]}, "map": 0.751634477117489, "precision": 0.7980437284234753, "recall": 0.67}