Action Recognition on UCF101 (Base, Novel, HM)
88.1Base AccuracyMMRL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMRL2026.04 | 88.1 | 80.07 | 83.89 | |
| GalLoP+CAKIsetting=16-shot2026.05 | 88.1 | 81.7 | 84.8 | |
| HiCroPL2026.04 | 87.95 | 80.91 | 84.28 | |
| TCP+CAKIsetting=16-shot2026.05 | 87.5 | 80.7 | 84 | |
| TCP2026.04 | 87.13 | 80.77 | 83.83 | |
| PromptSRC2026.04 | 87.1 | 78.8 | 82.74 | |
| CoPrompt2026.04 | 86.9 | 79.57 | 83.07 | |
| PromptSRCsetting=16-shot2026.05 | 86.9 | 78.5 | 82.4 | |
| GalLoP + CAKIShots=42026.05 | 86.9 | 79.3 | 83 | |
| TCPsetting=16-shot2026.05 | 86.7 | 80.2 | 83.3 | |
| PromptSRC+CAKIsetting=16-shot2026.05 | 86.6 | 78.9 | 82.6 | |
| GalLoPsetting=16-shot2026.05 | 86.6 | 81.2 | 83.8 | |
| GAPL2026.04 | 86.5 | 80.4 | 83.34 | |
| MMA2026.04 | 86.23 | 80.03 | 82.2 | |
| GalLoPShots=42026.05 | 85.6 | 78.8 | 82.1 | |
| PromptSRC + CAKIShots=42026.05 | 85.1 | 78.5 | 81.7 | |
| PromptSRCShots=42026.05 | 84.9 | 77.6 | 81.1 | |
| TCP + CAKIShots=42026.05 | 84.9 | 80.7 | 82.8 | |
| CoOp2026.04 | 84.69 | 56.05 | 67.46 | |
| CoOpsetting=16-shot2026.05 | 84.2 | 67.7 | 75.1 | |
| MaPLesetting=16-shot2026.05 | 83.9 | 73.6 | 78.4 | |
| MaPLe+CAKIsetting=16-shot2026.05 | 83.8 | 76.4 | 79.9 | |
| TCPShots=42026.05 | 83.6 | 79.2 | 81.3 | |
| MaPLe2026.04 | 83 | 78.66 | 80.77 | |
| KgCoOp2026.04 | 82.89 | 76.67 | 79.66 | |
| CoCoOpsetting=16-shot2026.05 | 82.4 | 73.1 | 77.5 | |
| CoCoOp2026.04 | 82.33 | 73.45 | 77.64 | |
| CoOp + CAKIShots=42026.05 | 81.1 | 78.3 | 79.7 | |
| CoOpShots=42026.05 | 80.5 | 75.7 | 78 | |
| MaPLe + CAKIShots=42026.05 | 79.8 | 79.9 | 79.9 | |
| MaPLeShots=42026.05 | 79.7 | 78.9 | 79.3 | |
| CoCoOp + CAKIShots=42026.05 | 75.6 | 77.4 | 76.5 | |
| CoCoOpShots=42026.05 | 75.2 | 75.6 | 75.4 | |
| CLIPShots=42026.05 | 70.3 | 77.7 | 73.8 |