Action Recognition on UCF101 (1-shot and 5-shot Accuracy)
98.71-shot AccuracyTS-FSAR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TS-FSARBackbone=CLIP-ViT-B/162025.12 | 98.7 | 99.3 | |
| TSAMBackbone=CLIP-ViT-B/162025.12 | 98.3 | 99.3 | |
| MA-FSARBackbone=CLIP-ViT-B/162025.12 | 97.2 | 99.2 | |
| CLIP-FSARBackbone=CLIP-ViT-B/162025.12 | 97 | 99.1 | |
| MVP-shotBackbone=CLIP-ViT-B/162025.12 | 96.8 | 99 | |
| D2ST-AdapterBackbone=CLIP-ViT-B/162025.12 | 96.4 | 99.1 | |
| EMP-NetBackbone=CLIP-ViT-B/162025.12 | 94.3 | 98.2 | |
| TEAMBackbone=IN-RN502025.12 | 87.2 | 96.2 | |
| SloshNetBackbone=IN-RN502025.12 | 86 | 97.1 | |
| GgHMBackbone=IN-RN502025.12 | 85.2 | 96.3 | |
| NguyenBackbone=IN-RN502025.12 | 84.9 | 95.9 | |
| HyRSMBackbone=IN-RN502025.12 | 83.9 | 94.7 | |
| STRMBackbone=IN-RN502025.12 | 82.7 | 96.9 | |
| HCLBackbone=IN-RN502025.12 | 82.6 | 94.5 | |
| TRXBackbone=IN-RN502025.12 | 81 | 96.1 | |
| OTAMBackbone=IN-RN502025.12 | 79.9 | 88.9 |