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Few-shot Action Recognition on HMDB51 1-shot

89.9AccuracyOtter
57.76466.10774.4582.793Nov 10, 2025

Evaluation results

MethodLinks
OtterBackbone=ImageNet-ViT2025.1189.9
OtterBackbone=ImageNet-ViR2025.1189.5
SOAPBackbone=ImageNet-ViT, Implementation=Reproduced2025.1189.3
MantaBackbone=ImageNet-ViT, Implementation=Reproduced2025.1188.9
SOAPBackbone=ImageNet-ViR, Implementation=Reproduced2025.1188.8
MantaBackbone=ImageNet-ViR, Implementation=Reproduced2025.1188.7
OtterBackbone=ImageNet-RN502025.1188.1
MoLoBackbone=ImageNet-RN50, Implementation=Reproduced2025.1187.3
MantaBackbone=ImageNet-RN50, Implementation=Reproduced2025.1186.8
SOAPBackbone=ImageNet-RN50, Implementation=Reproduced2025.1186.4
TRXBackbone=ImageNet-RN50, Implementation=Reproduced2025.1183.5
MoLoBackbone=ImageNet-ViT, Implementation=Reproduced2025.1181.3
MoLoBackbone=ImageNet-ViR, Implementation=Reproduced2025.1181.2
HyRSMBackbone=ImageNet-RN50, Implementation=Reproduced2025.1180.2
AMFARBackbone=ImageNet-RN502025.1173.9
Lite-MKDBackbone=ImageNet-ViR, Implementation=Reproduced2025.1171.2
Lite-MKDBackbone=ImageNet-ViT, Implementation=Reproduced2025.1171.1
Lite-MKDBackbone=ImageNet-RN50, Implementation=Reproduced2025.1166.9
GCSMBackbone=ImageNet-RN502025.1161.3
SA-CTBackbone=ImageNet-RN502025.1161.2
GgHMBackbone=ImageNet-RN502025.1161.2
AmeFu-NetBackbone=ImageNet-RN502025.1160.2
MTFANBackbone=ImageNet-RN502025.1159