Image Classification on SUN397 novel classes (Accuracy & ECE)
80.18AccuracyManiPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ManiPT2026.02 | 80.18 | — | — | — | |
| CoPrompt2026.02 | 80.03 | — | — | — | |
| TAC2026.02 | 80.03 | — | — | — | |
| LLaMP2026.02 | 79.9 | — | — | — | |
| TAP2026.02 | 79.53 | — | — | — | |
| MaPLe2026.02 | 78.7 | — | — | — | |
| PromptSRC2026.02 | 78.47 | — | — | — | |
| CoCoOp2026.02 | 76.86 | — | — | — | |
| CLIP2026.02 | 75.35 | — | — | — | |
| TCPTBackbone=ViT-B/322026.02 | 70.59 | 3.72 | — | — | |
| PenaltyBackbone=ViT-B/322026.02 | 70.52 | 2.19 | — | — | |
| ZS-NormBackbone=ViT-B/322026.02 | 70.14 | 1.34 | — | — | |
| CoOpBackbone=ViT-B/322026.02 | 68.98 | 8.57 | — | — | |
| PenaltyBackbone=RN-502026.02 | 67.45 | 2.92 | — | — | |
| CoOp2026.02 | 65.89 | — | — | — | |
| ZS-NormBackbone=RN-502026.02 | 65.77 | 2.64 | — | — | |
| TCPTBackbone=RN-502026.02 | 64.94 | 4.53 | — | — | |
| CoOpBackbone=RN-502026.02 | 64.46 | 9.07 | — | — |