Few-shot Action Recognition on UCF101 1-shot
97.7AccuracyOtter
Evaluation Results
| Method | Links | |
|---|---|---|
| OtterBackbone=ImageNet-ViT2025.11 | 97.7 | |
| OtterBackbone=ImageNet-ViR2025.11 | 97.5 | |
| MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 97.2 | |
| SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 96.8 | |
| OtterBackbone=ImageNet-RN502025.11 | 96.8 | |
| MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 96.7 | |
| SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 96.6 | |
| MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 95.9 | |
| SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 94.1 | |
| AMFARBackbone=ImageNet-RN502025.11 | 91.2 | |
| Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 89.7 | |
| Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 89.6 | |
| MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 88.4 | |
| MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 88.2 | |
| GCSMBackbone=ImageNet-RN502025.11 | 86.5 | |
| MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 86.2 | |
| TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 85.7 | |
| SA-CTBackbone=ImageNet-RN502025.11 | 85.4 | |
| Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 85.3 | |
| GgHMBackbone=ImageNet-RN502025.11 | 85.2 | |
| AmeFu-NetBackbone=ImageNet-RN502025.11 | 85.1 | |
| MTFANBackbone=ImageNet-RN502025.11 | 84.8 | |
| HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 83.6 |