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Releases: Daraan/CropAndWeedDetection

Submodules updated

23 May 17:22
@Daraan Daraan
submodule-release
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Daraan
GPG key ID: F97A473A770892FC
Learn about vigilant mode.
f49b97f
This commit was signed with the committer’s verified signature.
Daraan
GPG key ID: F97A473A770892FC
Learn about vigilant mode.
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Added submodules for the dataset and YOLOv7 model for easier cloning.

Assets 2
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Three models for inference

03 Apr 09:08
@Daraan Daraan
Inference-models-(1)
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Three models for inference

Models

e6 model (1280px):

Stored in Git LFS

  • validation mAP (30 Epochs): 0.763
  • test mAP (40 Epochs) - needs reevaluation at 30!:
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
       Test metric             DataLoader 0
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
        test_loss            3.747124433517456
        test_map            0.6489368081092834
       test_map_50          0.7916330695152283
       test_map_75           0.698529839515686
      test_map_Bean         0.6892199516296387
     test_map_Maize         0.7442483305931091
      test_map_Pea          0.5929533243179321
     test_map_Potato        0.6119544506072998
    test_map_Pumpkin        0.8598697185516357
      test_map_Soy          0.46878740191459656
   test_map_Sugar beet      0.7401812076568604
   test_map_Sunflower       0.7893890738487244
      test_map_Weed         0.3438277244567871
     test_map_small         0.6489368081092834
    test_mar100_Bean        0.7127273082733154
    test_mar100_Maize       0.7801679372787476
     test_mar100_Pea        0.6573913097381592
   test_mar100_Potato       0.6965516805648804
   test_mar100_Pumpkin      0.8676470518112183
     test_mar100_Soy         0.515816330909729
 test_mar100_Sugar beet     0.7667056918144226
  test_mar100_Sunflower     0.8092250823974609
    test_mar100_Weed        0.3837168514728546
       test_mar_1           0.22914600372314453
       test_mar_10          0.6714540123939514
      test_mar_100          0.6877721548080444
     test_mar_small         0.6877721548080444
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────

x model (640px):

Stored in Git LFS

Trained with gradient accumulation over two epochs of batch size 16:

  • validation mAP (48 Epochs): 0.789
  • test mAP (50 Epochs) - needs reevaluation at 48:
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
       Test metric             DataLoader 0
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
        test_loss            4.777414798736572
        test_map             0.674770176410675
       test_map_50          0.8385519981384277
       test_map_75          0.7259414196014404
      test_map_Bean         0.7226269245147705
     test_map_Maize         0.7365819215774536
      test_map_Pea          0.6495985984802246
     test_map_Potato        0.4847957193851471
    test_map_Pumpkin        0.9078474640846252
      test_map_Soy          0.5573299527168274
   test_map_Sugar beet       0.784260094165802
   test_map_Sunflower       0.8126767873764038
      test_map_Weed          0.417214035987854
     test_map_small          0.674770176410675
    test_mar100_Bean        0.7587879300117493
    test_mar100_Maize       0.7741867303848267
     test_mar100_Pea        0.7070175409317017
   test_mar100_Potato       0.5999999642372131
   test_mar100_Pumpkin      0.9205881953239441
     test_mar100_Soy        0.6239796280860901
 test_mar100_Sugar beet      0.819741427898407
  test_mar100_Sunflower     0.8416973948478699
    test_mar100_Weed        0.4872349798679352
       test_mar_1           0.22704993188381195
       test_mar_10          0.6831567287445068
      test_mar_100          0.7259149551391602
     test_mar_small         0.7259149551391602
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────

tiny (640px):

  • validation mAP (38 Epochs): 0.592
  • test mAP (40 Epochs) - needs reevaluation at 38:
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
       Test metric             DataLoader 0
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
        test_loss           11.871225357055664
        test_map            0.48474761843681335
       test_map_50           0.710361897945404
       test_map_75          0.5239822268486023
      test_map_Crop         0.6333568096160889
      test_map_Weed         0.3361384868621826
     test_map_small         0.48474761843681335
    test_mar100_Crop        0.7037509679794312
    test_mar100_Weed        0.42132312059402466
       test_mar_1           0.13459208607673645
       test_mar_10          0.48484864830970764
      test_mar_100          0.5625370144844055
     test_mar_small         0.5625370144844055
────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
Assets 2
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