Base-to-novel generalization on UCF101 (base-to-novel protocol)
88.56Base ScoreProVP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ProVP#Params=147K, ×PERL=25×2026.05 | 88.56 | 75.55 | 81.54 | |
| ProVP2026.02 | 88.56 | 75.55 | 81.54 | |
| MMRL2025.05 | 88.1 | 80.07 | 83.89 | |
| MMRL#Params=4.9M, ×PERL=817×2026.05 | 88.1 | 80.07 | 83.89 | |
| 2SFS2026.02 | 87.85 | 78.19 | 82.74 | |
| CLIP-LoRA2026.02 | 87.52 | 72.74 | 79.45 | |
| MMRL++2025.05 | 87.37 | 80.53 | 83.81 | |
| MMRL++#Params=813K, ×PERL=136×2026.05 | 87.37 | 80.53 | 83.81 | |
| TCP#Params=331K, ×PERL=55×2026.05 | 87.13 | 80.77 | 83.83 | |
| TCP2026.02 | 87.13 | 80.77 | 83.83 | |
| PromptSRC#Params=46K, ×PERL=8×2026.05 | 87.1 | 78.8 | 82.74 | |
| CoPrompt2026.02 | 86.9 | 79.57 | 83.07 | |
| PromptSRC2026.02 | 86.37 | 78.7 | 82.36 | |
| MMAC#Params=675K, ×PERL=113×2026.05 | 86.23 | 80.03 | 83.01 | |
| MMA2026.02 | 86.23 | 80.03 | 82.2 | |
| LoGoPrompt2026.02 | 86.19 | 73.07 | 79.09 | |
| IVLP2026.02 | 85.93 | 74.17 | 79.62 | |
| MetaPrompt2026.02 | 85.33 | 77.72 | 81.35 | |
| ProDA2026.02 | 85.23 | 71.97 | 78.04 | |
| MMLoP2026.02 | 85.23 | 78.37 | 81.66 | |
| LASP2026.02 | 84.77 | 78.03 | 81.26 | |
| CoOp2025.05 | 84.69 | 56.05 | 67.46 | |
| CoOp#Params=2K, ×PERL=0.33×2026.05 | 84.69 | 56.05 | 67.46 | |
| CoOp2026.02 | 84.69 | 56.05 | 67.46 | |
| ProGrad2026.02 | 84.33 | 74.94 | 79.35 | |
| RPO2026.02 | 83.67 | 75.43 | 79.34 | |
| MaPLe#Params=3.5M, ×PERL=583×2026.05 | 83 | 78.66 | 80.77 | |
| MaPLe2026.02 | 83 | 78.66 | 80.77 | |
| KgCoOp#Params=2K, ×PERL=0.33×2026.05 | 82.89 | 76.67 | 79.66 | |
| KgCoOp2026.02 | 82.89 | 76.67 | 79.65 | |
| CoCoOp#Params=35K, ×PERL=6×2026.05 | 82.33 | 73.45 | 77.64 | |
| CoCoOp2026.02 | 82.33 | 73.45 | 77.64 | |
| PERL#Params=6K, ×PERL=1×2026.05 | 76.23 | 79.39 | 77.78 | |
| CLIP2025.05 | 70.53 | 77.5 | 73.85 | |
| CLIP#Params=02026.05 | 70.53 | 77.5 | 73.85 | |
| CLIP2026.02 | 70.53 | 77.5 | 73.85 |