Skin Cancer Classification

Skin Cancer MNIST: HAM10000 (https://www.kaggle.com/kmader/skin-cancer-mnist-ham10000/home)

Model

Resnet50

Result

Model	Prec@1
Resnet50	0.8922155689
ResNet50+Attention	0.8942115768
ResNet50+Weighted Cross Entropy	0.8882235529

Train

  sh ./train.sh

Environment

• Pytorch0.4.1
• python3.6.7

Note:

Data imbalance

微软面试 offline test。主要是想解决数据不均衡问题(Data Augmentation + Weighted Cross Entropy)。