Few-shot Action Recognition on HMDB51 5-shot
90.6AccuracyOtter
Evaluation Results
| Method | Links | |
|---|---|---|
| OtterBackbone=ImageNet-ViT2025.11 | 90.6 | |
| OtterBackbone=ImageNet-ViR2025.11 | 90.5 | |
| SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 89.8 | |
| OtterBackbone=ImageNet-RN502025.11 | 89.8 | |
| SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 89.7 | |
| MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 89.5 | |
| MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 88.8 | |
| MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 88.6 | |
| SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 88.4 | |
| AMFARBackbone=ImageNet-RN502025.11 | 87.8 | |
| MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 86.3 | |
| HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 86.1 | |
| TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 85.5 | |
| MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 84.6 | |
| MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 84.4 | |
| SA-CTBackbone=ImageNet-ViT2025.11 | 81.6 | |
| STRMBackbone=ImageNet-ViT2025.11 | 81.3 | |
| GCSMBackbone=ImageNet-RN502025.11 | 79.3 | |
| SloshNetBackbone=ImageNet-RN502025.11 | 77.5 | |
| Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 77.5 | |
| Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 77.4 | |
| SA-CTBackbone=ImageNet-RN502025.11 | 76.9 | |
| GgHMBackbone=ImageNet-RN502025.11 | 76.9 | |
| STRMBackbone=ImageNet-RN502025.11 | 76.3 | |
| AmeFu-NetBackbone=ImageNet-RN502025.11 | 75.5 | |
| Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 74.7 | |
| MTFANBackbone=ImageNet-RN502025.11 | 74.6 |