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Plant seedling Classification

Networks (Results)

  • resnet34 pretrained + adamW+ wd = 1e-3
    • 88.1 % but overfit
  • vgg16bn pretrained + adamW+ wd = 1e-3
    • 94 % but underfit
  • vgg19bn pretrained + adamW+ wd = 1e-3 + oversample +mixup
    • 95%+ but underfit a bit

Conclusion

  • oversampling helps
  • mixup is beauty

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