Unsuperivsed Mixup
来自cslt Wiki
- MNIST 0-7 binary cross entropy
- Test with data mixture
- Equal Accuracy as metric
目录
baseline
- Epoch=46: crput=0 test-loss=0.00 test-acc=1.00
- Epoch=46: crput=1 test-loss=0.65 test-acc=0.87
- Epoch=46: crput=2 test-loss=1.61 test-acc=0.76
- Epoch=46: crput=3 test-loss=2.56 test-acc=0.66
data aug
- Epoch=46: crput=0 test-loss=0.03 test-acc=0.99
- Epoch=46: crput=1 test-loss=0.07 test-acc=0.98
- Epoch=46: crput=2 test-loss=0.23 test-acc=0.92
- Epoch=46: crput=3 test-loss=0.53 test-acc=0.83
mix-up
- Epoch=46: crput=0 test-loss=0.01 test-acc=1.00
- Epoch=46: crput=1 test-loss=0.20 test-acc=0.97
- Epoch=46: crput=2 test-loss=0.58 test-acc=0.91
- Epoch=46: crput=3 test-loss=0.85 test-acc=0.86
unsupervised mix-up
- Epoch=46: crput=0 test-loss=0.07 test-acc=0.99
- Epoch=46: crput=1 test-loss=0.29 test-acc=0.96
- Epoch=46: crput=2 test-loss=0.71 test-acc=0.90
- Epoch=46: crput=3 test-loss=0.91 test-acc=0.85
prob weighted addition
- Epoch=46: crput=0 test-loss=0.25 test-acc=1.00
- Epoch=46: crput=1 test-loss=0.45 test-acc=0.97
- Epoch=46: crput=2 test-loss=0.80 test-acc=0.91
- Epoch=46: crput=3 test-loss=0.76 test-acc=0.87
linear logit linear addition
- Epoch=46: crput=0 test-loss=0.15 test-acc=0.97
- Epoch=46: crput=1 test-loss=0.38 test-acc=0.89
- Epoch=46: crput=2 test-loss=0.84 test-acc=0.83
- Epoch=46: crput=3 test-loss=1.64 test-acc=0.79