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NFNetL1V1-100-0.57141 20211231

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@SmilingWolf SmilingWolf released this 31 Dec 17:52
· 90 commits to main since this release
  • NFNet, L1 (based on timm Lx model definitions), 100 epochs, F1 @ 0.4 at the end of the 100th epoch was 0.57141
  • Trained on Danbooru2020 512px SFW subset, modulos 0000-0599
  • 320px per side
  • alpha to white
  • padding to make the image square is white
  • channel order is BGR, scaled to 0-1
  • mixup alpha = 0.2 during epochs 76-100
  • analyze_metrics on Danbooru2020 original set, modulos 0984-0999: {'thres': 0.3485, 'F1': 0.6133, 'F2': 0.6133, 'MCC': 0.6094, 'A': 0.9923, 'R': 0.6133, 'P': 0.6133}
  • analyze_metrics on image IDs 4970000-5000000: {'thres': 0.3148, 'F1': 0.5942, 'F2': 0.5941, 'MCC': 0.5892, 'A': 0.9901, 'R': 0.5940, 'P': 0.5943}