Image Classification on UCF101 Base-to-Novel
88.1Base AccuracyMMRL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMRL2026.05 | 88.1 | 80.07 | 83.89 | |
| MMRL + NeRPRefining Method=NeRP2026.05 | 88.1 | 80.67 | 84.22 | |
| SkipT2026.05 | 87.3 | 82.47 | 84.81 | |
| PromptSRC2026.05 | 87.1 | 78.8 | 82.74 | |
| PromptSRC + NeRPRefining Method=NeRP2026.05 | 87.1 | 78.93 | 82.81 | |
| CoPrompt2026.05 | 86.9 | 79.57 | 83.07 | |
| MMA2026.05 | 86.23 | 80.03 | 82.2 | |
| MMA + NeRPRefining Method=NeRP2026.05 | 86.23 | 80.17 | 83.09 | |
| CoOp2026.05 | 84.69 | 56.05 | 67.46 | |
| MaPLe2026.05 | 83 | 78.66 | 80.77 | |
| CoCoOp2026.05 | 82.33 | 73.45 | 77.64 | |
| CoCoOp + NeRPRefining Method=NeRP2026.05 | 82.33 | 73.77 | 77.82 |