PyTorch_RandomErasing
Implementation of Random Erasing Data Augmentation.
Examples of Random Erasing
Results
Dataset CIFAR10
Test accuracy per class
Class | Random Erasing OFF | Random Erasing ON |
---|
plane | 82 % | 83 %(+1%) |
car | 87 % | 91 %(+4%) |
bird | 69 % | 69 %( -) |
cat | 64 % | 66 %(+2%) |
deer | 75 % | 75 %( -) |
dog | 64 % | 74 %(+10%) |
frog | 85 % | 85 %( -) |
horse | 85 % | 84 %(-1%) |
ship | 85 % | 88 %(+3%) |
truck | 84 % | 82 %(-2%) |
Test average accuracy and loss
| Random Erasing OFF | Random Erasing ON |
---|
acc | 78 % | 80 %(+2%) |
loss | 1.3514 % | 0.9337 %(-0.41769%) |