Image Classification on Food101 (Top-1 Accuracy)
96.38Top-1 AccuracySynCLR + GMAIL
Evaluation Results
| Method | Links | |
|---|---|---|
| SynCLR + GMAILEvaluation Protocol=Zero-shot2026.02 | 96.38 | |
| CLIP + GMAILEvaluation Protocol=Zero-shot2026.02 | 95.21 | |
| Fine-Tunedbackbone=DINOv3 ViT-B/162025.12 | 93.4 | |
| Linear Probebackbone=DINOv3 ViT-B/162025.12 | 93.3 | |
| CLIPEvaluation Protocol=Zero-shot2026.02 | 93.08 | |
| Task Matrixbackbone=DINOv3 ViT-B/16, best layer=112025.12 | 92.8 | |
| SynCLREvaluation Protocol=Zero-shot2026.02 | 91.6 | |
| SGDFModel=ViT-L/322026.03 | 90.04 | |
| SGDFModel=ViT-B/322026.03 | 89.35 | |
| SGDModel=ViT-L/322026.03 | 89.13 | |
| SGDModel=ViT-B/322026.03 | 88.56 | |
| OURSShots=8, Backbone=ViT-B/16, Templates=72025.12 | 87.8 | |
| OURSShots=4, Backbone=ViT-B/16, Templates=72025.12 | 87.6 | |
| OURSShots=8, Backbone=ViT-B/16, Templates=12025.12 | 87.3 | |
| OURSShots=4, Backbone=ViT-B/16, Templates=12025.12 | 87.1 | |
| CLIP-ViT-B/16Layers=-2026.03 | 86.11 | |
| OURSShots=1, Backbone=ViT-B/16, Templates=72025.12 | 86.1 | |
| OURSShots=1, Backbone=ViT-B/16, Templates=12025.12 | 85.7 | |
| LoRA-CLIPShots=1, Backbone=ViT-B/16, Templates=72025.12 | 84.8 | |
| LoRA-CLIPShots=1, Backbone=ViT-B/16, Templates=12025.12 | 84.3 | |
| CLIP-LoRAShots=8, Backbone=ViT-B/16, Templates=12025.12 | 83.1 | |
| CLIP-LoRAShots=8, Backbone=ViT-B/16, Templates=72025.12 | 83.1 | |
| LoRA-CLIPShots=4, Backbone=ViT-B/16, Templates=72025.12 | 82.9 | |
| LoRA-CLIPShots=4, Backbone=ViT-B/16, Templates=12025.12 | 82.7 | |
| SWEETModel Scale=L6H62026.01 | 82.5 | |
| WAVEModel Scale=L6H62026.01 | 82.42 | |
| WT-SelectModel Scale=L6H62026.01 | 81.95 | |
| Col-LnLayers=3, 6, 9, KeepRate=0.72026.03 | 81.29 | |
| Iso. PruningModel Scale=L6H62026.01 | 81.27 | |
| DMAEModel Scale=L6H62026.01 | 80.78 | |
| TCA (Baseline)Layers=3, 6, 9, KeepRate=0.72026.03 | 79.29 | |
| Col-LnLayers=0, 3, 6, KeepRate=0.72026.03 | 77.41 | |
| TCA (Baseline)Layers=0, 3, 6, KeepRate=0.72026.03 | 75.95 |