Action Recognition on HMDB51 (1-shot and 5-shot evaluation)
85Accuracy (1-shot)TS-FSAR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TS-FSARBackbone=CLIP-ViT-B/162025.12 | 85 | 88.9 | |
| TSAMBackbone=CLIP-ViT-B/162025.12 | 84.5 | 88.9 | |
| MA-FSARBackbone=CLIP-ViT-B/162025.12 | 83.4 | 87.9 | |
| CLIP-FSARBackbone=CLIP-ViT-B/162025.12 | 77.1 | 87.7 | |
| D2ST-AdapterBackbone=CLIP-ViT-B/162025.12 | 77.1 | 88.2 | |
| MVP-shotBackbone=CLIP-ViT-B/162025.12 | 77 | 88.1 | |
| EMP-NetBackbone=CLIP-ViT-B/162025.12 | 76.8 | 85.8 | |
| TEAMBackbone=IN-RN502025.12 | 62.8 | 78.4 | |
| GgHMBackbone=IN-RN502025.12 | 61.2 | 76.9 | |
| HyRSMBackbone=IN-RN502025.12 | 60.3 | 76 | |
| NguyenBackbone=IN-RN502025.12 | 59.6 | 76.9 | |
| SloshNetBackbone=IN-RN502025.12 | 59.4 | 77.5 | |
| HCLBackbone=IN-RN502025.12 | 59.1 | 76.3 | |
| STRMBackbone=IN-RN502025.12 | 57.6 | 77.3 | |
| TRXBackbone=IN-RN502025.12 | 54.9 | 75.6 | |
| OTAMBackbone=IN-RN502025.12 | 54.5 | 68 |