Image Classification on STL-10 (Classification Error)
9.85Classification ErrorLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| LIPBackbone=ViT-B/32, Step=Step 52026.05 | 9.85 | |
| LIPBackbone=ViT-L/14, Step=Step 52026.05 | 13.35 | |
| ResNet-augtraining=color-jitter augmentation2024.06 | 17.89 | |
| ResNet2024.06 | 18.59 | |
| ResNet-graytraining=grayscale2024.06 | 18.71 | |
| Hue-3*2024.06 | 19.82 | |
| Hue-4-Sat-3*2024.06 | 20.53 | |
| Sat-3*2024.06 | 20.71 | |
| Hue-4*2024.06 | 20.73 | |
| CEConv-42024.06 | 21.9 | |
| CEConv-32024.06 | 24.29 | |
| FTBackbone=ViT-B/32, Step=Step 52026.05 | 95.74 | |
| CATABackbone=ViT-B/32, Step=Step 52026.05 | 97.16 | |
| GABackbone=ViT-B/32, Step=Step 52026.05 | 97.21 | |
| OriginalBackbone=ViT-B/32, Step=Step 02026.05 | 97.36 | |
| FTBackbone=ViT-L/14, Step=Step 52026.05 | 98.06 | |
| GABackbone=ViT-L/14, Step=Step 52026.05 | 99.15 | |
| CATABackbone=ViT-L/14, Step=Step 52026.05 | 99.33 | |
| OriginalBackbone=ViT-L/14, Step=Step 02026.05 | 99.41 |