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ResearchFormerly WizWand

Few-shot Action Recognition on UCF101 1-shot

97.7AccuracyOtter
83.03686.84390.6594.457Nov 10, 2025
Updated 7mo ago

Evaluation results

MethodLinks
OtterBackbone=ImageNet-ViT2025.1197.7
OtterBackbone=ImageNet-ViR2025.1197.5
MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.1197.2
SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.1196.8
OtterBackbone=ImageNet-RN502025.1196.8
MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.1196.7
SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.1196.6
MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.1195.9
SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.1194.1
AMFARBackbone=ImageNet-RN502025.1191.2
Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.1189.7
Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.1189.6
MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.1188.4
MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.1188.2
GCSMBackbone=ImageNet-RN502025.1186.5
MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.1186.2
TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.1185.7
SA-CTBackbone=ImageNet-RN502025.1185.4
Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.1185.3
GgHMBackbone=ImageNet-RN502025.1185.2
AmeFu-NetBackbone=ImageNet-RN502025.1185.1
MTFANBackbone=ImageNet-RN502025.1184.8
HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.1183.6