Zalando's MNIST fashion replacement
Zalando recently released an MNIST replacement. The issues with using MNIST are known but you can read about the dataset and their motivation here.
Training
python train.py
--model # specify model, (FashionSimpleNet, resnet18)
--patience # early stopping
--batch_size # batch size
--nepochs # max epochs
--nocuda # no cuda
--nworkers # number of workers
--seed # random seed
--data # mnist, fasion
Preprocessing
Normalization, random horizontal flip, random vertical flip, random translation, random rotation.
Results
Best accuracy of the same model when run on MNIST and Fashion MNIST.
Model | MNIST | Fashion MNIST |
---|---|---|
ResNet18 | 0.995 | 0.949 |
SimpleNet | 0.994 | 0.919 |