Image Classification on ImageNet-Sketch (Top-1 Acc, Avg. shifts)
53.69Top-1 AccuracyTRACER
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TRACERBackbone=ViT-B/162026.05 | 53.69 | 65.46 | |
| CAR-FTBackbone=ViT-B/162026.05 | 52.97 | 62.98 | |
| CaRotBackbone=ViT-B/162026.05 | 52.74 | 64.03 | |
| ARFBackbone=ViT-B/162026.05 | 51.83 | 62.63 | |
| Model StockBackbone=ViT-B/162026.05 | 51.77 | 62.4 | |
| Lipsum-FTBackbone=ViT-B/162026.05 | 51.43 | 62.7 | |
| Static SDBackbone=ViT-B/162026.05 | 49.87 | 59.55 | |
| FLYPBackbone=ViT-B/162026.05 | 49.87 | 60.61 | |
| LP-FTBackbone=ViT-B/162026.05 | 48.65 | 59.38 | |
| ZSBackbone=ViT-B/162026.05 | 48.26 | 59.46 | |
| L2-SPBackbone=ViT-B/162026.05 | 48.23 | 57.34 | |
| Direct FTBackbone=ViT-B/162026.05 | 47.97 | 57.08 | |
| GKL-KDStudent Architecture=ViT-B/16, Temperature (t)=8, Evaluation Mode=Zero-shot2025.03 | 46.64 | — | |
| KL-KDStudent Architecture=ViT-B/16, Temperature (t)=8, Evaluation Mode=Zero-shot2025.03 | 45.87 | — | |
| KL-KDStudent Architecture=ViT-B/16, Temperature (t)=4, Evaluation Mode=Zero-shot2025.03 | 45.48 | — | |
| KL-KDStudent Architecture=ViT-B/16, Temperature (t)=2, Evaluation Mode=Zero-shot2025.03 | 43.24 | — | |
| KL-KDStudent Architecture=ViT-B/16, Temperature (t)=1, Evaluation Mode=Zero-shot2025.03 | 42.15 | — | |
| BaselineStudent Architecture=ViT-B/16, Training=from scratch, Evaluation Mode=Zero-shot2025.03 | 37.89 | — |