Zero-shot Image Classification on Caltech101
82.9PGD Robust AccuracyTAME
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TAMEBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Prompt Configuration=V-L Independent2026.05 | 82.9 | 82.2 | 83.7 | 80.3 | |
| TAPTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Prompt Configuration=V-L Independent2026.05 | 82.1 | 82.1 | 82.7 | 80.6 | |
| R-TPTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 75.9 | 75.5 | 83.2 | 76.5 | |
| APT-VLJBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 64.3 | 25 | 69.5 | 46.2 | |
| APT-VBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 63.8 | 27.7 | 68.6 | 44.9 | |
| FAPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 63.5 | 43.9 | 69 | 60.3 | |
| MMoPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Prompt Configuration=V-L Independent2026.05 | 63.5 | 16.7 | 70.8 | 31 | |
| APT-VLIBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 63.2 | 22.8 | 69.5 | 45.6 | |
| NAP-TuningBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 49.5 | 17 | 52 | 48 | |
| VanillaBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 22.9 | 1.2 | 37.2 | 0 | |
| APT-TBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 22.7 | 3.4 | 51.8 | 0.4 |