Closed5

YOLOv9-Wholebody15

PINTOPINTO
names:
  0: body
  1: male
  2: female
  3: body_with_wheelchair
  4: body_with_crutches
  5: head
  6: face
  7: eye
  8: nose
  9: mouth
  10: ear
  11: hand
  12: hand_left
  13: hand_right
  14: foot

python train_dual.py \
--workers 8 \
--device 0 \
--batch 16 \
--data data/original.yaml \
--img 640 \
--cfg models/detect/yolov9-e_original.yaml \
--weights best-e.pt \
--name yolov9-wholebody15-e \
--hyp hyp.scratch-high_original.yaml \
--min-items 0 \
--epochs 145 \
--close-mosaic 45
PINTOPINTO
  • N
                   Class Images Instances     P     R mAP50 mAP50-95
                     all   2384     82623 0.632 0.467 0.501    0.320
                    body   2384     12642 0.702 0.636 0.690    0.478
                    male   2384      7035 0.606 0.579 0.566    0.434
                  female   2384      2897 0.371 0.390 0.331    0.248
    body_with_wheelchair   2384       213 0.611 0.729 0.722    0.570
      body_with_crutches   2384       112 0.522 0.848 0.775    0.616
                    head   2384     10719 0.806 0.710 0.765    0.525
                    face   2384      6152 0.810 0.632 0.689    0.428
                     eye   2384      5402 0.593 0.205 0.232   0.0881
                    nose   2384      5229 0.625 0.304 0.341    0.160
                   mouth   2384      4150 0.566 0.273 0.291    0.115
                     ear   2384      5005 0.626 0.314 0.350    0.171
                    hand   2384      8079 0.781 0.413 0.534    0.291
               hand_left   2384      4061 0.637 0.285 0.401    0.223
              hand_right   2384      4018 0.627 0.275 0.381    0.217
                    foot   2384      6909 0.596 0.411 0.451    0.233
    
  • N - ReLU
                   Class Images Instances     P     R mAP50 mAP50-95
                     all   2384     82623 0.614 0.448 0.478    0.299
                    body   2384     12642 0.686 0.615 0.666    0.455
                    male   2384      7035 0.602 0.554 0.536    0.404
                  female   2384      2897 0.364 0.358 0.301    0.220
    body_with_wheelchair   2384       213 0.558 0.742 0.705    0.538
      body_with_crutches   2384       112 0.474 0.839 0.766    0.599
                    head   2384     10719 0.791 0.694 0.752    0.508
                    face   2384      6152 0.805 0.612 0.673    0.411
                     eye   2384      5402 0.586 0.191 0.216   0.0778
                    nose   2384      5229 0.604 0.290 0.324    0.148
                   mouth   2384      4150 0.554 0.249 0.266    0.101
                     ear   2384      5005 0.613 0.297 0.332    0.157
                    hand   2384      8079 0.767 0.382 0.498    0.264
               hand_left   2384      4061 0.623 0.249 0.360    0.195
              hand_right   2384      4018 0.602 0.245 0.351    0.192
                    foot   2384      6909 0.576 0.398 0.428    0.214
    
  • T
                   Class Images Instances     P     R mAP50 mAP50-95
                     all   2384     82623 0.758 0.583 0.646    0.450
                    body   2384     12642 0.793 0.756 0.808    0.615
                    male   2384      7035 0.688 0.678 0.699    0.588
                  female   2384      2897 0.549 0.545 0.555    0.461
    body_with_wheelchair   2384       213 0.878 0.859 0.922    0.798
      body_with_crutches   2384       112 0.775 0.875 0.904    0.833
                    head   2384     10719 0.862 0.797 0.848    0.612
                    face   2384      6152 0.855 0.744 0.802    0.545
                     eye   2384      5402 0.709 0.286 0.342    0.135
                    nose   2384      5229 0.749 0.413 0.473    0.244
                   mouth   2384      4150 0.680 0.368 0.413    0.180
                     ear   2384      5005 0.731 0.407 0.464    0.241
                    hand   2384      8079 0.886 0.558 0.703    0.426
               hand_left   2384      4061 0.750 0.450 0.577    0.360
              hand_right   2384      4018 0.756 0.437 0.561    0.352
                    foot   2384      6909 0.704 0.571 0.620    0.352
    
  • T - ReLU
                   Class Images Instances     P     R mAP50 mAP50-95
                     all   2384     82623 0.742 0.561 0.624    0.427
                    body   2384     12642 0.783 0.734 0.788    0.592
                    male   2384      7035 0.678 0.662 0.680    0.564
                  female   2384      2897 0.527 0.512 0.517    0.423
    body_with_wheelchair   2384       213 0.826 0.822 0.891    0.766
      body_with_crutches   2384       112 0.723 0.875 0.883    0.793
                    head   2384     10719 0.859 0.782 0.836    0.598
                    face   2384      6152 0.846 0.736 0.794    0.530
                     eye   2384      5402 0.684 0.268 0.324    0.124
                    nose   2384      5229 0.736 0.397 0.456    0.232
                   mouth   2384      4150 0.681 0.361 0.400    0.168
                     ear   2384      5005 0.727 0.383 0.440    0.227
                    hand   2384      8079 0.887 0.523 0.679    0.401
               hand_left   2384      4061 0.744 0.414 0.549    0.335
              hand_right   2384      4018 0.734 0.403 0.527    0.323
                    foot   2384      6909 0.694 0.539 0.590    0.327
    
  • S
                   Class Images Instances     P     R mAP50 mAP50-95
                     all   2384     82623 0.823 0.651 0.724    0.531
                    body   2384     12642 0.853 0.808 0.856    0.699
                    male   2384      7035 0.762 0.721 0.771    0.683
                  female   2384      2897 0.674 0.639 0.686    0.603
    body_with_wheelchair   2384       213 0.916 0.906 0.957    0.856
      body_with_crutches   2384       112 0.850 0.911 0.919    0.886
                    head   2384     10719 0.886 0.843 0.888    0.668
                    face   2384      6152 0.893 0.779 0.833    0.623
                     eye   2384      5402 0.754 0.326 0.420    0.175
                    nose   2384      5229 0.828 0.474 0.557    0.311
                   mouth   2384      4150 0.769 0.427 0.501    0.239
                     ear   2384      5005 0.780 0.473 0.545    0.299
                    hand   2384      8079 0.918 0.660 0.794    0.525
               hand_left   2384      4061 0.855 0.569 0.708    0.479
              hand_right   2384      4018 0.837 0.566 0.701    0.469
                    foot   2384      6909 0.770 0.667 0.723    0.443
    
  • C
                   Class Images Instances     P     R mAP50 mAP50-95
                     all   2384     82623 0.867 0.677 0.762    0.578
                    body   2384     12642 0.888 0.831 0.881    0.746
                    male   2384      7035 0.835 0.736 0.806    0.733
                  female   2384      2897 0.766 0.677 0.745    0.672
    body_with_wheelchair   2384       213 0.895 0.925 0.968    0.880
      body_with_crutches   2384       112 0.922 0.902 0.928    0.908
                    head   2384     10719 0.903 0.865 0.910    0.710
                    face   2384      6152 0.919 0.825 0.875    0.680
                     eye   2384      5402 0.806 0.364 0.458    0.198
                    nose   2384      5229 0.877 0.533 0.601    0.346
                   mouth   2384      4150 0.807 0.485 0.559    0.278
                     ear   2384      5005 0.826 0.523 0.601    0.343
                    hand   2384      8079 0.929 0.631 0.821    0.585
               hand_left   2384      4061 0.910 0.571 0.754    0.544
              hand_right   2384      4018 0.889 0.564 0.744    0.538
                    foot   2384      6909 0.825 0.717 0.781    0.506
    
  • E
                   Class Images Instances     P     R mAP50 mAP50-95
                     all   2384     82623 0.891 0.725 0.813    0.638
                    body   2384     12642 0.909 0.862 0.908    0.799
                    male   2384      7035 0.871 0.757 0.841    0.783
                  female   2384      2897 0.827 0.702 0.788    0.733
    body_with_wheelchair   2384       213 0.928 0.962 0.983    0.904
      body_with_crutches   2384       112 0.964 0.968 0.986    0.971
                    head   2384     10719 0.913 0.884 0.925    0.752
                    face   2384      6152 0.916 0.861 0.907    0.733
                     eye   2384      5402 0.829 0.441 0.556    0.257
                    nose   2384      5229 0.897 0.586 0.672    0.422
                   mouth   2384      4150 0.841 0.556 0.646    0.353
                     ear   2384      5005 0.854 0.593 0.676    0.409
                    hand   2384      8079 0.935 0.671 0.860    0.650
               hand_left   2384      4061 0.924 0.624 0.800    0.610
              hand_right   2384      4018 0.899 0.618 0.797    0.605
                    foot   2384      6909 0.856 0.782 0.842    0.585
    
Hidden comment
このスクラップは2024/08/08にクローズされました