Action Recognition on UCF101 base-to-new
89.71Base PerformancePromptKD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PromptKDBackbone=ViT-B/162024.03 | 89.71 | 82.27 | 86.1 | |
| TCPsetting=Base-to-Novel Generalization2025.12 | 87.13 | 80.77 | 83.83 | |
| PromptSRCBackbone=ViT-B/162024.03 | 87.1 | 78.8 | 82.74 | |
| PromptSRCsetting=Base-to-Novel Generalization2025.12 | 87.1 | 78.8 | 82.74 | |
| CoPromptsetting=Base-to-Novel Generalization2025.12 | 86.9 | 79.57 | 83.07 | |
| RMAdaptersetting=Base-to-Novel Generalization2025.12 | 86.87 | 80.63 | 83.63 | |
| ProGradsetting=Base-to-Novel Generalization2025.12 | 86.23 | 80.03 | 82.2 | |
| MetaPrompt2022.12 | 85.33 | 77.72 | 81.35 | |
| MetaPrompt2022.12 | 85.33 | 77.72 | 81.35 | |
| MetaPrompt2022.12 | 85.33 | 77.72 | 81.35 | |
| CoOp2022.12 | 84.69 | 56.05 | 67.46 | |
| CoOp2022.12 | 84.69 | 56.05 | 67.46 | |
| CoOp2022.12 | 84.69 | 56.05 | 67.46 | |
| CoOpBackbone=ViT-B/162024.03 | 84.69 | 56.05 | 67.46 | |
| CoOpsetting=Base-to-Novel Generalization2025.12 | 84.69 | 56.05 | 67.46 | |
| MaPLe2022.12 | 83 | 78.66 | 80.77 | |
| MaPLe2022.12 | 83 | 78.66 | 80.77 | |
| MaPLe2022.12 | 83 | 78.66 | 80.77 | |
| MaPLeBackbone=ViT-B/162024.03 | 83 | 78.66 | 80.77 | |
| MaPLesetting=Base-to-Novel Generalization2025.12 | 83 | 78.66 | 80.77 | |
| KgCoOpsetting=Base-to-Novel Generalization2025.12 | 82.89 | 76.67 | 79.65 | |
| CoCoOp2022.12 | 82.33 | 73.45 | 77.64 | |
| CoCoOp2022.12 | 82.33 | 73.45 | 77.64 | |
| CoCoOp2022.12 | 82.33 | 73.45 | 77.64 | |
| CoCoOpBackbone=ViT-B/162024.03 | 82.33 | 73.45 | 77.64 | |
| Co-CoOpsetting=Base-to-Novel Generalization2025.12 | 82.33 | 73.45 | 77.64 | |
| CLIP2022.12 | 70.53 | 77.5 | 73.85 | |
| CLIP2022.12 | 70.53 | 77.5 | 73.85 | |
| CLIP2022.12 | 70.53 | 77.5 | 73.85 | |
| CLIPBackbone=ViT-B/162024.03 | 70.53 | 77.5 | 73.85 | |
| CLIPsetting=Base-to-Novel Generalization2025.12 | 70.53 | 77.5 | 73.85 | |
| CoOpBackbone=ViT-B/16, Shots=16, Context length=42023.03 | 0.8514 | 0.6447 | 0.7337 | |
| ProGradBackbone=ViT-B/16, Shots=16, Context length=42023.03 | 0.8433 | 0.7494 | 0.7935 | |
| KgCoOpBackbone=ViT-B/16, Shots=16, Context length=42023.03 | 0.8289 | 0.7667 | 0.7965 | |
| CoCoOpBackbone=ViT-B/16, Shots=16, Context length=42023.03 | 0.8233 | 0.7345 | 0.7764 | |
| CLIPBackbone=ViT-B/16, Shots=16, Context length=42023.03 | 0.7053 | 0.775 | 0.7385 |