Few-shot Action Recognition on HMDB51 1-shot
89.9AccuracyOtter
Evaluation Results
| Method | Links | |
|---|---|---|
| OtterBackbone=ImageNet-ViT2025.11 | 89.9 | |
| OtterBackbone=ImageNet-ViR2025.11 | 89.5 | |
| SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 89.3 | |
| MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 88.9 | |
| SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 88.8 | |
| MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 88.7 | |
| OtterBackbone=ImageNet-RN502025.11 | 88.1 | |
| MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 87.3 | |
| MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 86.8 | |
| SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 86.4 | |
| TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 83.5 | |
| MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 81.3 | |
| MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 81.2 | |
| HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 80.2 | |
| AMFARBackbone=ImageNet-RN502025.11 | 73.9 | |
| Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 71.2 | |
| Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 71.1 | |
| Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 66.9 | |
| GCSMBackbone=ImageNet-RN502025.11 | 61.3 | |
| SA-CTBackbone=ImageNet-RN502025.11 | 61.2 | |
| GgHMBackbone=ImageNet-RN502025.11 | 61.2 | |
| AmeFu-NetBackbone=ImageNet-RN502025.11 | 60.2 | |
| MTFANBackbone=ImageNet-RN502025.11 | 59 |