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tinyperson/copy_paste/cp1_single1/mosaic/seed_44/args.yaml CHANGED
@@ -1,7 +1,7 @@
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  task: detect
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  mode: train
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  model: /marimo/yolo_code/models_related/ultralytics/ultralytics/cfg/models/v8/yolov8.yaml
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- data: /marimo/yolo_code/runs/seed_sweep_prep_v3/tinyperson_split_42_corner_sw640_sh512/tinyperson.yaml
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  epochs: 100
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  time: null
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  patience: 0
@@ -12,7 +12,7 @@ save_period: -1
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  cache: false
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  device: '0'
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  workers: 8
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- project: /marimo/yolo_code/runs/augmentation_seed_sweep_range_56_66/artifacts/tinyperson/copy_paste/cp1_single1/mosaic
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  name: seed_44
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  exist_ok: true
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  pretrained: yolov8n.pt
@@ -396,4 +396,4 @@ cfg: null
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  pathway_mode: none
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  pathway_alpha: 0.0
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  tracker: botsort.yaml
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- save_dir: /marimo/yolo_code/runs/augmentation_seed_sweep_range_56_66/artifacts/tinyperson/copy_paste/cp1_single1/mosaic/seed_44
 
1
  task: detect
2
  mode: train
3
  model: /marimo/yolo_code/models_related/ultralytics/ultralytics/cfg/models/v8/yolov8.yaml
4
+ data: /marimo/yolo_code/runs/seed_sweep_prep_v4/tinyperson_split_42_corner_sw640_sh512/tinyperson.yaml
5
  epochs: 100
6
  time: null
7
  patience: 0
 
12
  cache: false
13
  device: '0'
14
  workers: 8
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+ project: /marimo/yolo_code/runs/augmentation_seed_sweep_range_56_61/artifacts/tinyperson/copy_paste/cp1_single1/mosaic
16
  name: seed_44
17
  exist_ok: true
18
  pretrained: yolov8n.pt
 
396
  pathway_mode: none
397
  pathway_alpha: 0.0
398
  tracker: botsort.yaml
399
+ save_dir: /marimo/yolo_code/runs/augmentation_seed_sweep_range_56_61/artifacts/tinyperson/copy_paste/cp1_single1/mosaic/seed_44
tinyperson/copy_paste/cp1_single1/mosaic/seed_44/evaluation_metrics.json CHANGED
@@ -9,20 +9,7 @@
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  "test/metrics/mAP75(B)": 0.08164545953443791,
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  "test/metrics/precision(B)": 0.6060598946425717,
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  "test/metrics/recall(B)": 0.49196127392999517,
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- "test_merged/AP-Medium": 0.398222321286748,
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- "test_merged/AP-Small": 0.42286776124680375,
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- "test_merged/AP-Tiny1": 0.13326051244302986,
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- "test_merged/AP-Tiny2": 0.28090034129244956,
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- "test_merged/AP-Tiny3": 0.37141486477633423,
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- "test_merged/AP50": 0.51957081699326,
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- "test_merged/AP50-Medium": 0.631610784811443,
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- "test_merged/AP50-Small": 0.6669059838379581,
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- "test_merged/AP50-Tiny1": 0.2832997183994872,
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- "test_merged/AP50-Tiny2": 0.5231134177025921,
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- "test_merged/AP50-Tiny3": 0.6231978956872409,
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- "test_merged/AP75": 0.08509325246137743,
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- "test_merged/available": 1.0,
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- "test_merged/mAP50-75": 0.3007336124986115,
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  "val/AP50": 0.5060988148701868,
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  "val/fitness": 0.18420317734215413,
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  "val/mAP50-95": 0.18420317734215413,
 
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  "test/metrics/mAP75(B)": 0.08164545953443791,
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  "test/metrics/precision(B)": 0.6060598946425717,
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  "test/metrics/recall(B)": 0.49196127392999517,
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+ "test_merged/available": 0.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "val/AP50": 0.5060988148701868,
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  "val/fitness": 0.18420317734215413,
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  "val/mAP50-95": 0.18420317734215413,
tinyperson/copy_paste/cp1_single1/mosaic/seed_44/experiment_manifest.json CHANGED
@@ -61,7 +61,7 @@
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  "data_root": "/marimo/TinyPerson",
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  "dataset": "tinyperson",
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  "dataset_label_policy": "positive_only",
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- "dataset_yaml": "/marimo/yolo_code/runs/seed_sweep_prep_v3/tinyperson_split_42_corner_sw640_sh512/tinyperson.yaml",
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  "detector": "canonical YOLOv8 P3/P4/P5",
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  "device": "cuda",
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  "epochs": 100,
@@ -80,20 +80,7 @@
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  "test/metrics/mAP75(B)": 0.08164545953443791,
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  "test/metrics/precision(B)": 0.6060598946425717,
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  "test/metrics/recall(B)": 0.49196127392999517,
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- "test_merged/AP-Medium": 0.398222321286748,
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- "test_merged/AP-Small": 0.42286776124680375,
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- "test_merged/AP-Tiny1": 0.13326051244302986,
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- "test_merged/AP-Tiny2": 0.28090034129244956,
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- "test_merged/AP-Tiny3": 0.37141486477633423,
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- "test_merged/AP50": 0.51957081699326,
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- "test_merged/AP50-Medium": 0.631610784811443,
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- "test_merged/AP50-Small": 0.6669059838379581,
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- "test_merged/AP50-Tiny1": 0.2832997183994872,
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- "test_merged/AP50-Tiny2": 0.5231134177025921,
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- "test_merged/AP50-Tiny3": 0.6231978956872409,
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- "test_merged/AP75": 0.08509325246137743,
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- "test_merged/available": 1.0,
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- "test_merged/mAP50-75": 0.3007336124986115,
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  "val/AP50": 0.5060988148701868,
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  "val/fitness": 0.18420317734215413,
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  "val/mAP50-95": 0.18420317734215413,
 
61
  "data_root": "/marimo/TinyPerson",
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  "dataset": "tinyperson",
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  "dataset_label_policy": "positive_only",
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+ "dataset_yaml": "/marimo/yolo_code/runs/seed_sweep_prep_v4/tinyperson_split_42_corner_sw640_sh512/tinyperson.yaml",
65
  "detector": "canonical YOLOv8 P3/P4/P5",
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  "device": "cuda",
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  "epochs": 100,
 
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  "test/metrics/mAP75(B)": 0.08164545953443791,
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  "test/metrics/precision(B)": 0.6060598946425717,
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  "test/metrics/recall(B)": 0.49196127392999517,
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+ "test_merged/available": 0.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "val/AP50": 0.5060988148701868,
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  "val/fitness": 0.18420317734215413,
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  "val/mAP50-95": 0.18420317734215413,
tinyperson/copy_paste/cp1_single1/mosaic/seed_44/results.csv CHANGED
@@ -1,101 +1,101 @@
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  epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,psd_eligible_gt,psd_alt_supports_avg,psd_raw_loss,psd_delta_drop,p2_positive_count,p2_positive_fraction,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2,lr/pg3,lr/pg4,lr/pg5,lr/pg6,lr/pg7
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- 45,1859.02,1.7686,1.07293,1.04542,0,0,0,0,0,0,0.61041,0.48714,0.48959,0.17878,2.11452,1.40569,1.16559,0.016932,0.005644,0.016932,0.005644,0.016932,0.005644,0.016932,0.005644
47
- 46,1898.89,1.78728,1.07695,1.04051,0,0,0,0,0,0,0.63348,0.4833,0.48705,0.17658,2.12162,1.38747,1.1682,0.016635,0.005545,0.016635,0.005545,0.016635,0.005545,0.016635,0.005545
48
- 47,1939.47,1.75912,1.06332,1.02999,0,0,0,0,0,0,0.5985,0.50403,0.49649,0.17631,2.13403,1.39084,1.17799,0.016338,0.005446,0.016338,0.005446,0.016338,0.005446,0.016338,0.005446
49
- 48,1979.76,1.76026,1.04791,1.02924,0,0,0,0,0,0,0.57805,0.51012,0.49865,0.17765,2.16683,1.41881,1.16459,0.016041,0.005347,0.016041,0.005347,0.016041,0.005347,0.016041,0.005347
50
- 49,2020.67,1.75657,1.0439,1.03134,0,0,0,0,0,0,0.58778,0.49136,0.48486,0.16765,2.1938,1.37154,1.21556,0.015744,0.005248,0.015744,0.005248,0.015744,0.005248,0.015744,0.005248
51
- 50,2061.09,1.75498,1.05309,1.02888,0,0,0,0,0,0,0.59565,0.50595,0.49487,0.18121,2.16299,1.3589,1.17759,0.015447,0.005149,0.015447,0.005149,0.015447,0.005149,0.015447,0.005149
52
- 51,2100.84,1.76412,1.05192,1.02867,0,0,0,0,0,0,0.59754,0.50902,0.4998,0.17308,2.19026,1.42252,1.20041,0.01515,0.00505,0.01515,0.00505,0.01515,0.00505,0.01515,0.00505
53
- 52,2141.47,1.76281,1.03068,1.02049,0,0,0,0,0,0,0.60419,0.48812,0.4965,0.17928,2.15364,1.38039,1.18788,0.014853,0.004951,0.014853,0.004951,0.014853,0.004951,0.014853,0.004951
54
- 53,2182.4,1.73275,1.0245,1.02907,0,0,0,0,0,0,0.59348,0.49635,0.4914,0.17007,2.1554,1.3945,1.18771,0.014556,0.004852,0.014556,0.004852,0.014556,0.004852,0.014556,0.004852
55
- 54,2223.48,1.73481,1.01343,1.02759,0,0,0,0,0,0,0.60719,0.50864,0.50172,0.17787,2.14617,1.33036,1.19014,0.014259,0.004753,0.014259,0.004753,0.014259,0.004753,0.014259,0.004753
56
- 55,2263.88,1.70976,1.00803,1.01637,0,0,0,0,0,0,0.61733,0.48868,0.49132,0.17371,2.1847,1.40474,1.19637,0.013962,0.004654,0.013962,0.004654,0.013962,0.004654,0.013962,0.004654
57
- 56,2303.97,1.71838,1.00111,1.0229,0,0,0,0,0,0,0.60828,0.50846,0.50031,0.17897,2.16106,1.3713,1.17813,0.013665,0.004555,0.013665,0.004555,0.013665,0.004555,0.013665,0.004555
58
- 57,2344.29,1.7216,1.00844,1.02502,0,0,0,0,0,0,0.6023,0.50578,0.50037,0.17732,2.1327,1.35226,1.17743,0.013368,0.004456,0.013368,0.004456,0.013368,0.004456,0.013368,0.004456
59
- 58,2384.48,1.71656,0.99435,1.01413,0,0,0,0,0,0,0.61006,0.51478,0.5031,0.18299,2.15004,1.35896,1.18567,0.013071,0.004357,0.013071,0.004357,0.013071,0.004357,0.013071,0.004357
60
- 59,2425.03,1.68053,0.98352,1.00605,0,0,0,0,0,0,0.61928,0.49635,0.50342,0.18159,2.12539,1.34343,1.16109,0.012774,0.004258,0.012774,0.004258,0.012774,0.004258,0.012774,0.004258
61
- 60,2465.85,1.71131,0.98213,1.00341,0,0,0,0,0,0,0.62543,0.49098,0.49311,0.1759,2.11669,1.32661,1.17651,0.012477,0.004159,0.012477,0.004159,0.012477,0.004159,0.012477,0.004159
62
- 61,2506.32,1.69688,0.98836,1.01214,0,0,0,0,0,0,0.61808,0.47716,0.48332,0.17412,2.11674,1.35936,1.17977,0.01218,0.00406,0.01218,0.00406,0.01218,0.00406,0.01218,0.00406
63
- 62,2547.21,1.67246,0.96579,1.00572,0,0,0,0,0,0,0.60293,0.50595,0.5012,0.17852,2.12121,1.30077,1.19734,0.011883,0.003961,0.011883,0.003961,0.011883,0.003961,0.011883,0.003961
64
- 63,2588.19,1.67252,0.97825,1.01145,0,0,0,0,0,0,0.61013,0.49742,0.49978,0.17842,2.12511,1.36898,1.17749,0.011586,0.003862,0.011586,0.003862,0.011586,0.003862,0.011586,0.003862
65
- 64,2628.19,1.67542,0.96118,1.00107,0,0,0,0,0,0,0.62665,0.49998,0.50347,0.18278,2.13563,1.34028,1.17956,0.011289,0.003763,0.011289,0.003763,0.011289,0.003763,0.011289,0.003763
66
- 65,2668.75,1.67723,0.94751,0.99433,0,0,0,0,0,0,0.6394,0.48735,0.50675,0.17877,2.15557,1.38593,1.15531,0.010992,0.003664,0.010992,0.003664,0.010992,0.003664,0.010992,0.003664
67
- 66,2708.62,1.65035,0.94627,0.99728,0,0,0,0,0,0,0.62643,0.49175,0.50051,0.17676,2.16558,1.34988,1.18824,0.010695,0.003565,0.010695,0.003565,0.010695,0.003565,0.010695,0.003565
68
- 67,2749.68,1.64083,0.94111,0.98908,0,0,0,0,0,0,0.63725,0.50211,0.51134,0.18214,2.14687,1.33873,1.16841,0.010398,0.003466,0.010398,0.003466,0.010398,0.003466,0.010398,0.003466
69
- 68,2790.88,1.63299,0.9316,0.98656,0,0,0,0,0,0,0.61248,0.51555,0.50801,0.1793,2.15653,1.37233,1.1716,0.010101,0.003367,0.010101,0.003367,0.010101,0.003367,0.010101,0.003367
70
- 69,2830.7,1.63328,0.93034,0.99789,0,0,0,0,0,0,0.62615,0.49506,0.49512,0.1773,2.1692,1.36804,1.17589,0.009804,0.003268,0.009804,0.003268,0.009804,0.003268,0.009804,0.003268
71
- 70,2871.4,1.62756,0.91455,0.99026,0,0,0,0,0,0,0.6391,0.4906,0.50004,0.17869,2.18216,1.35742,1.19574,0.009507,0.003169,0.009507,0.003169,0.009507,0.003169,0.009507,0.003169
72
- 71,2911.72,1.63502,0.92367,0.98377,0,0,0,0,0,0,0.60262,0.50979,0.49982,0.17858,2.15541,1.35166,1.19852,0.00921,0.00307,0.00921,0.00307,0.00921,0.00307,0.00921,0.00307
73
- 72,2951.32,1.61177,0.91333,0.98323,0,0,0,0,0,0,0.60974,0.50019,0.50144,0.17725,2.15161,1.38755,1.19891,0.008913,0.002971,0.008913,0.002971,0.008913,0.002971,0.008913,0.002971
74
- 73,2991.84,1.6261,0.91479,0.98498,0,0,0,0,0,0,0.61811,0.50595,0.50339,0.17944,2.16451,1.38456,1.19823,0.008616,0.002872,0.008616,0.002872,0.008616,0.002872,0.008616,0.002872
75
- 74,3032.63,1.61002,0.90656,0.97589,0,0,0,0,0,0,0.6015,0.51401,0.50095,0.17745,2.18765,1.37087,1.22242,0.008319,0.002773,0.008319,0.002773,0.008319,0.002773,0.008319,0.002773
76
- 75,3073.1,1.59466,0.89578,0.97881,0,0,0,0,0,0,0.61958,0.50403,0.5044,0.17831,2.17822,1.32652,1.2241,0.008022,0.002674,0.008022,0.002674,0.008022,0.002674,0.008022,0.002674
77
- 76,3113.56,1.58591,0.88806,0.98187,0,0,0,0,0,0,0.6273,0.50138,0.50503,0.17477,2.18486,1.33232,1.23162,0.007725,0.002575,0.007725,0.002575,0.007725,0.002575,0.007725,0.002575
78
- 77,3154.78,1.5767,0.88558,0.97673,0,0,0,0,0,0,0.61736,0.50477,0.50626,0.17665,2.18154,1.3553,1.19086,0.007428,0.002476,0.007428,0.002476,0.007428,0.002476,0.007428,0.002476
79
- 78,3195.77,1.59017,0.88519,0.97457,0,0,0,0,0,0,0.59914,0.51708,0.50445,0.17607,2.18465,1.34842,1.18507,0.007131,0.002377,0.007131,0.002377,0.007131,0.002377,0.007131,0.002377
80
- 79,3236.11,1.58639,0.88515,0.96916,0,0,0,0,0,0,0.62789,0.50173,0.50458,0.17429,2.19509,1.33817,1.22029,0.006834,0.002278,0.006834,0.002278,0.006834,0.002278,0.006834,0.002278
81
- 80,3276.16,1.56541,0.86655,0.97358,0,0,0,0,0,0,0.61895,0.50693,0.50184,0.17342,2.18991,1.32757,1.20629,0.006537,0.002179,0.006537,0.002179,0.006537,0.002179,0.006537,0.002179
82
- 81,3316.42,1.5617,0.86413,0.97494,0,0,0,0,0,0,0.60476,0.5167,0.49767,0.17267,2.18789,1.34671,1.20487,0.00624,0.00208,0.00624,0.00208,0.00624,0.00208,0.00624,0.00208
83
- 82,3357.01,1.55421,0.86036,0.96891,0,0,0,0,0,0,0.61365,0.5079,0.49892,0.17391,2.1832,1.35535,1.21042,0.005943,0.001981,0.005943,0.001981,0.005943,0.001981,0.005943,0.001981
84
- 83,3396.7,1.55552,0.85875,0.96345,0,0,0,0,0,0,0.61572,0.49821,0.49407,0.1719,2.19157,1.358,1.21776,0.005646,0.001882,0.005646,0.001882,0.005646,0.001882,0.005646,0.001882
85
- 84,3436.97,1.53548,0.8452,0.95956,0,0,0,0,0,0,0.61368,0.49405,0.48958,0.16987,2.19646,1.36121,1.22422,0.005349,0.001783,0.005349,0.001783,0.005349,0.001783,0.005349,0.001783
86
- 85,3477.44,1.53382,0.84903,0.95758,0,0,0,0,0,0,0.61901,0.48837,0.48851,0.16983,2.19643,1.35107,1.22673,0.005052,0.001684,0.005052,0.001684,0.005052,0.001684,0.005052,0.001684
87
- 86,3518.67,1.51594,0.84632,0.95579,0,0,0,0,0,0,0.61826,0.49115,0.49087,0.17032,2.19095,1.34885,1.22879,0.004755,0.001585,0.004755,0.001585,0.004755,0.001585,0.004755,0.001585
88
- 87,3559.28,1.52011,0.83274,0.95848,0,0,0,0,0,0,0.60201,0.50902,0.49105,0.17199,2.18902,1.36199,1.2323,0.004458,0.001486,0.004458,0.001486,0.004458,0.001486,0.004458,0.001486
89
- 88,3599.4,1.50845,0.82758,0.95622,0,0,0,0,0,0,0.6087,0.50211,0.49015,0.1702,2.20963,1.38026,1.23427,0.004161,0.001387,0.004161,0.001387,0.004161,0.001387,0.004161,0.001387
90
- 89,3639.77,1.5282,0.83181,0.95166,0,0,0,0,0,0,0.60739,0.49942,0.48672,0.16883,2.21255,1.39558,1.23415,0.003864,0.001288,0.003864,0.001288,0.003864,0.001288,0.003864,0.001288
91
- 90,3680.68,1.50556,0.8258,0.95162,0,0,0,0,0,0,0.60471,0.4975,0.4879,0.16881,2.21335,1.39967,1.23478,0.003567,0.001189,0.003567,0.001189,0.003567,0.001189,0.003567,0.001189
92
- 91,3723.29,1.38195,0.73936,0.91717,0,0,0,0,0,0,0.61383,0.48522,0.48474,0.16852,2.21555,1.40957,1.23415,0.00327,0.00109,0.00327,0.00109,0.00327,0.00109,0.00327,0.00109
93
- 92,3763.67,1.37786,0.72993,0.91454,0,0,0,0,0,0,0.63726,0.48215,0.48822,0.16848,2.2192,1.41247,1.2369,0.002973,0.000991,0.002973,0.000991,0.002973,0.000991,0.002973,0.000991
94
- 93,3804.27,1.33544,0.70629,0.90743,0,0,0,0,0,0,0.63756,0.47754,0.48636,0.16756,2.22685,1.4161,1.24116,0.002676,0.000892,0.002676,0.000892,0.002676,0.000892,0.002676,0.000892
95
- 94,3845.49,1.31479,0.69674,0.9016,0,0,0,0,0,0,0.64315,0.47447,0.48477,0.16643,2.23172,1.42635,1.2442,0.002379,0.000793,0.002379,0.000793,0.002379,0.000793,0.002379,0.000793
96
- 95,3886.26,1.30263,0.69365,0.90178,0,0,0,0,0,0,0.64623,0.47332,0.48753,0.16644,2.23847,1.43634,1.24339,0.002082,0.000694,0.002082,0.000694,0.002082,0.000694,0.002082,0.000694
97
- 96,3927.27,1.30998,0.69051,0.89808,0,0,0,0,0,0,0.6379,0.47542,0.48411,0.16433,2.2385,1.43916,1.24448,0.001785,0.000595,0.001785,0.000595,0.001785,0.000595,0.001785,0.000595
98
- 97,3968.77,1.2874,0.6795,0.89506,0,0,0,0,0,0,0.63853,0.47678,0.48249,0.16447,2.2449,1.44774,1.24883,0.001488,0.000496,0.001488,0.000496,0.001488,0.000496,0.001488,0.000496
99
- 98,4009.82,1.27894,0.6748,0.89365,0,0,0,0,0,0,0.63465,0.47479,0.47832,0.16366,2.25798,1.45495,1.25241,0.001191,0.000397,0.001191,0.000397,0.001191,0.000397,0.001191,0.000397
100
- 99,4050.43,1.26131,0.6703,0.88923,0,0,0,0,0,0,0.6268,0.47447,0.47894,0.16253,2.2654,1.45921,1.25456,0.000894,0.000298,0.000894,0.000298,0.000894,0.000298,0.000894,0.000298
101
- 100,4090.92,1.26977,0.66812,0.88872,0,0,0,0,0,0,0.63381,0.47294,0.48084,0.16296,2.26904,1.46174,1.25777,0.000597,0.000199,0.000597,0.000199,0.000597,0.000199,0.000597,0.000199
 
1
  epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,psd_eligible_gt,psd_alt_supports_avg,psd_raw_loss,psd_delta_drop,p2_positive_count,p2_positive_fraction,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2,lr/pg3,lr/pg4,lr/pg5,lr/pg6,lr/pg7
2
+ 1,63.8731,2.20064,2.8462,1.12766,0,0,0,0,0,0,0.46059,0.33762,0.30256,0.09916,2.2513,5.38482,1.13622,0.00998926,0.00332975,0.00998926,0.00332975,0.00998926,0.00332975,0.00998926,0.00332975
3
+ 2,109.65,2.27596,1.98898,1.15782,0,0,0,0,0,0,0.40649,0.31602,0.26646,0.08949,2.30432,3.58127,1.186,0.0197914,0.00659712,0.0197914,0.00659712,0.0197914,0.00659712,0.0197914,0.00659712
4
+ 3,151.808,2.39267,1.92505,1.21052,0,0,0,0,0,0,0.36687,0.24952,0.20586,0.06272,2.50502,2.94987,1.25713,0.0293955,0.00979849,0.0293955,0.00979849,0.0293955,0.00979849,0.0293955,0.00979849
5
+ 4,192.116,2.42324,1.89429,1.25434,0,0,0,0,0,0,0.42059,0.29866,0.26695,0.0875,2.43431,2.74065,1.25228,0.029109,0.009703,0.029109,0.009703,0.029109,0.009703,0.029109,0.009703
6
+ 5,231.976,2.35119,1.80555,1.23066,0,0,0,0,0,0,0.45991,0.35777,0.31821,0.10699,2.33876,2.28253,1.24899,0.028812,0.009604,0.028812,0.009604,0.028812,0.009604,0.028812,0.009604
7
+ 6,272.297,2.30416,1.73397,1.21521,0,0,0,0,0,0,0.48678,0.3904,0.35461,0.1161,2.26847,2.05894,1.1962,0.028515,0.009505,0.028515,0.009505,0.028515,0.009505,0.028515,0.009505
8
+ 7,313.345,2.25145,1.65799,1.1848,0,0,0,0,0,0,0.48509,0.38925,0.35529,0.11891,2.32922,1.9314,1.21708,0.028218,0.009406,0.028218,0.009406,0.028218,0.009406,0.028218,0.009406
9
+ 8,353.717,2.20859,1.60877,1.19257,0,0,0,0,0,0,0.53332,0.39079,0.3759,0.1295,2.22072,1.94594,1.19046,0.027921,0.009307,0.027921,0.009307,0.027921,0.009307,0.027921,0.009307
10
+ 9,393.932,2.18468,1.57232,1.17273,0,0,0,0,0,0,0.4851,0.4023,0.35937,0.11908,2.24151,2.2254,1.20743,0.027624,0.009208,0.027624,0.009208,0.027624,0.009208,0.027624,0.009208
11
+ 10,435.277,2.15519,1.55846,1.17326,0,0,0,0,0,0,0.49826,0.40333,0.3602,0.11546,2.20894,1.91243,1.15933,0.027327,0.009109,0.027327,0.009109,0.027327,0.009109,0.027327,0.009109
12
+ 11,476.668,2.13661,1.5115,1.16911,0,0,0,0,0,0,0.51052,0.41075,0.3878,0.13121,2.19383,1.8958,1.2105,0.02703,0.00901,0.02703,0.00901,0.02703,0.00901,0.02703,0.00901
13
+ 12,516.815,2.11119,1.4737,1.16043,0,0,0,0,0,0,0.51648,0.41267,0.36786,0.1239,2.16072,1.83391,1.1803,0.026733,0.008911,0.026733,0.008911,0.026733,0.008911,0.026733,0.008911
14
+ 13,557.932,2.09194,1.44906,1.14051,0,0,0,0,0,0,0.49098,0.40653,0.38732,0.13515,2.15929,1.8193,1.16646,0.026436,0.008812,0.026436,0.008812,0.026436,0.008812,0.026436,0.008812
15
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