Few-shot Action Recognition on Kinetics 5-shot
97.3AccuracyOtter
Evaluation Results
| Method | Links | |
|---|---|---|
| OtterBackbone=ImageNet-ViT2025.11 | 97.3 | |
| OtterBackbone=ImageNet-ViR2025.11 | 96.8 | |
| OtterBackbone=ImageNet-RN502025.11 | 96.4 | |
| MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 96.3 | |
| MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 96.1 | |
| MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 95.8 | |
| SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 95.8 | |
| MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 95.7 | |
| SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 95.5 | |
| MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 94.2 | |
| SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 93.8 | |
| AMFARBackbone=ImageNet-RN502025.11 | 92.6 | |
| STRMBackbone=ImageNet-ViT2025.11 | 91.2 | |
| SA-CTBackbone=ImageNet-ViT2025.11 | 91.2 | |
| Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 90.6 | |
| Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 90.5 | |
| GCSMBackbone=ImageNet-RN502025.11 | 88.2 | |
| Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 87.5 | |
| GgHMBackbone=ImageNet-RN502025.11 | 87.4 | |
| MTFANBackbone=ImageNet-RN502025.11 | 87.4 | |
| SA-CTBackbone=ImageNet-RN502025.11 | 87.1 | |
| SloshNetBackbone=ImageNet-RN502025.11 | 87 | |
| AmeFu-NetBackbone=ImageNet-RN502025.11 | 86.8 | |
| STRMBackbone=ImageNet-RN502025.11 | 86.7 | |
| HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 86.2 | |
| TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 85.9 | |
| MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 85.7 |