“Unsuperivsed Mixup”版本间的差异
来自cslt Wiki
（以“* MNIST 0-7 binary cross entropy * Test with data mixture * Equal Accuracy as metric ===baseline=== Epoch=46: crput=0 test-loss=0.00 test-acc=1.00 Epoch=46: crput=...”为内容创建页面） |
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| 第5行： | 第5行： | ||
===baseline=== | ===baseline=== | ||
| − | Epoch=46: crput=0 test-loss=0.00 test-acc=1.00 | + | * 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=1 test-loss=0.65 test-acc=0.87 |
| − | Epoch=46: crput=2 test-loss=1.61 test-acc=0.76 | + | * Epoch=46: crput=2 test-loss=1.61 test-acc=0.76 |
| − | Epoch=46: crput=3 test-loss=2.56 test-acc=0.66 | + | * Epoch=46: crput=3 test-loss=2.56 test-acc=0.66 |
===data aug=== | ===data aug=== | ||
| − | Epoch=46: crput=0 test-loss=0.03 test-acc=0.99 | + | * 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=1 test-loss=0.07 test-acc=0.98 |
| − | Epoch=46: crput=2 test-loss=0.23 test-acc=0.92 | + | * Epoch=46: crput=2 test-loss=0.23 test-acc=0.92 |
| − | Epoch=46: crput=3 test-loss=0.53 test-acc=0.83 | + | * Epoch=46: crput=3 test-loss=0.53 test-acc=0.83 |
===mix-up=== | ===mix-up=== | ||
| − | Epoch=46: crput=0 test-loss=0.01 test-acc=1.00 | + | * 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=1 test-loss=0.20 test-acc=0.97 |
| − | Epoch=46: crput=2 test-loss=0.58 test-acc=0.91 | + | * Epoch=46: crput=2 test-loss=0.58 test-acc=0.91 |
| − | Epoch=46: crput=3 test-loss=0.85 test-acc=0.86 | + | * Epoch=46: crput=3 test-loss=0.85 test-acc=0.86 |
===unsupervised mix-up=== | ===unsupervised mix-up=== | ||
| − | Epoch=46: crput=0 test-loss=0.07 test-acc=0.99 | + | * 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=1 test-loss=0.29 test-acc=0.96 |
| − | Epoch=46: crput=2 test-loss=0.71 test-acc=0.90 | + | * Epoch=46: crput=2 test-loss=0.71 test-acc=0.90 |
| − | Epoch=46: crput=3 test-loss=0.91 test-acc=0.85 | + | * Epoch=46: crput=3 test-loss=0.91 test-acc=0.85 |
===prob weighted addition=== | ===prob weighted addition=== | ||
| − | Epoch=46: crput=0 test-loss=0.25 test-acc=1.00 | + | * 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=1 test-loss=0.45 test-acc=0.97 |
| − | Epoch=46: crput=2 test-loss=0.80 test-acc=0.91 | + | * Epoch=46: crput=2 test-loss=0.80 test-acc=0.91 |
| − | Epoch=46: crput=3 test-loss=0.76 test-acc=0.87 | + | * Epoch=46: crput=3 test-loss=0.76 test-acc=0.87 |
===linear logit linear addition=== | ===linear logit linear addition=== | ||
| − | Epoch=46: crput=0 test-loss=0.15 test-acc=0.97 | + | * 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=1 test-loss=0.38 test-acc=0.89 |
| − | Epoch=46: crput=2 test-loss=0.84 test-acc=0.83 | + | * Epoch=46: crput=2 test-loss=0.84 test-acc=0.83 |
| − | Epoch=46: crput=3 test-loss=1.64 test-acc=0.79 | + | * Epoch=46: crput=3 test-loss=1.64 test-acc=0.79 |
2023年1月16日 (一) 10:47的最后版本
- 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
