Few-shot Action Recognition on UCF101 (5-shot)
99.5AccuracySOAP
Evaluation Results
| Method | Links | |
|---|---|---|
| SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 99.5 | |
| MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 99.5 | |
| OtterBackbone=ImageNet-ViT2025.11 | 99.4 | |
| SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 99.3 | |
| OtterBackbone=ImageNet-ViR2025.11 | 99.3 | |
| MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 99.2 | |
| MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 99.2 | |
| OtterBackbone=ImageNet-RN502025.11 | 99.2 | |
| SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 99.1 | |
| AMFARBackbone=ImageNet-RN502025.11 | 99 | |
| Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 98.4 | |
| STRMBackbone=ImageNet-ViT2025.11 | 98.1 | |
| SA-CTBackbone=ImageNet-ViT2025.11 | 98 | |
| Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 97.9 | |
| MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.11 | 97.6 | |
| MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.11 | 97.5 | |
| SloshNetBackbone=ImageNet-RN502025.11 | 97.1 | |
| GCSMBackbone=ImageNet-RN502025.11 | 97.1 | |
| STRMBackbone=ImageNet-RN502025.11 | 96.9 | |
| Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 96.8 | |
| SA-CTBackbone=ImageNet-RN502025.11 | 96.3 | |
| GgHMBackbone=ImageNet-RN502025.11 | 96.3 | |
| TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 96.3 | |
| AmeFu-NetBackbone=ImageNet-RN502025.11 | 95.5 | |
| MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 95.4 | |
| MTFANBackbone=ImageNet-RN502025.11 | 95.1 | |
| HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.11 | 94.6 |