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Few-shot Action Recognition on Kinetics 1-shot

91.8AccuracyOtter
71.10476.47781.8587.223Nov 10, 2025

Evaluation results

MethodLinks
OtterBackbone=ImageNet-ViT2025.1191.8
OtterBackbone=ImageNet-ViR2025.1191.7
OtterBackbone=ImageNet-RN502025.1190.5
SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.1189.9
SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.1189.8
MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.1188.2
MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.1188.1
MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.1187.4
SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.1186.1
AMFARBackbone=ImageNet-RN502025.1180.1
MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.1179.1
MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.1178.9
Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.1178.8
Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.1178.5
Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.1175
GgHMBackbone=ImageNet-RN502025.1174.9
TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.1174.9
MTFANBackbone=ImageNet-RN502025.1174.6
GCSMBackbone=ImageNet-RN502025.1174.2
MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.1174.2
AmeFu-NetBackbone=ImageNet-RN502025.1174.1
HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.1173.5
SA-CTBackbone=ImageNet-RN502025.1171.9