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