Image Classification on StanfordCars novel classes
75.61AccuracyManiPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ManiPT2026.02 | 75.61 | — | |
| PromptSRC2026.02 | 74.97 | — | |
| CLIP2026.02 | 74.89 | — | |
| LLaMP2026.02 | 74.54 | — | |
| CoPrompt2026.02 | 74.4 | — | |
| TAP2026.02 | 74.27 | — | |
| TAC2026.02 | 74.17 | — | |
| MaPLe2026.02 | 74 | — | |
| CoCoOp2026.02 | 73.59 | — | |
| PenaltyBackbone=RN-502026.02 | 61.37 | 1.7 | |
| TCPTBackbone=ViT-B/322026.02 | 61.1 | 4.33 | |
| CoOp2026.02 | 60.4 | — | |
| CoOpBackbone=ViT-B/322026.02 | 60.04 | 8.53 | |
| TCPTBackbone=RN-502026.02 | 59.88 | 3.43 | |
| PenaltyBackbone=ViT-B/322026.02 | 59.83 | 2.66 | |
| ZS-NormBackbone=ViT-B/322026.02 | 59.01 | 4.05 | |
| ZS-NormBackbone=RN-502026.02 | 57.86 | 2.43 | |
| CoOpBackbone=RN-502026.02 | 57.84 | 8.08 |