Classification on MNIST (Top-1 Accuracy)
95.4Top-1 AccuracyCAE
Evaluation results
| Method | Links | |
|---|---|---|
| CAENumber of selected features=502020.12 | 95.4 | |
| QuickSelectionNumber of selected features=50, Hyperparameter tuning=Grid search2020.12 | 94.2 | |
| QuickSelectionNumber of selected features=50, Epochs=102020.12 | 93.8 | |
| QuickSelectionNumber of selected features=50, Epochs=1002020.12 | 93.5 | |
| MCFSNumber of selected features=502020.12 | 88.7 | |
| AEFSNumber of selected features=502020.12 | 86.1 | |
| ITOPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 81.1 | |
| CLIPPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 79.3 | |
| ITO sub2Pre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 76.6 | |
| FCAENumber of selected features=502020.12 | 68.8 | |
| CLIPBackbone=CLIP ViT-L-14, zero-shot=true2023.05 | 59.7 | |
| POS PCABackbone=CLIP ViT-L-14, zero-shot=true2023.05 | 59.7 | |
| POS PGABackbone=CLIP ViT-L-14, zero-shot=true2023.05 | 59.7 | |
| Noun SubmanifoldBackbone=CLIP ViT-L-14, zero-shot=true2023.05 | 58.9 | |
| LSNumber of selected features=502020.12 | 20.7 | |
| ITO sub2Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 18.5 | |
| ITO sub3Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 16.8 | |
| FLAIRBackbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 13.1 |