Few-shot Action Recognition on Kinetics 1-shot
91.8AccuracyOtter
Evaluation Results
| Method | Links | |
|---|---|---|
| OtterBackbone=ImageNet-ViT2025.11 | 91.8 | |
| OtterBackbone=ImageNet-ViR2025.11 | 91.7 | |
| OtterBackbone=ImageNet-RN502025.11 | 90.5 | |
| SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 89.9 | |
| SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 89.8 | |
| MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 88.2 | |
| MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 88.1 | |
| MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 87.4 | |
| SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 86.1 | |
| AMFARBackbone=ImageNet-RN502025.11 | 80.1 | |
| MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 79.1 | |
| MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 78.9 | |
| Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 78.8 | |
| Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 78.5 | |
| Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 75 | |
| GgHMBackbone=ImageNet-RN502025.11 | 74.9 | |
| TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 74.9 | |
| MTFANBackbone=ImageNet-RN502025.11 | 74.6 | |
| GCSMBackbone=ImageNet-RN502025.11 | 74.2 | |
| MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 74.2 | |
| AmeFu-NetBackbone=ImageNet-RN502025.11 | 74.1 | |
| HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 73.5 | |
| SA-CTBackbone=ImageNet-RN502025.11 | 71.9 |