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Few-shot Video Classification on Something-Something V2 (Small)

59.1AccuracyTRX
29.77237.3864552.614Apr 28, 2022

Evaluation results

MethodLinks
TRXShots=5-shot2022.0459.1—————
HyRSMShots=5-shot2022.0456.1—————
ITANetShots=5-shot2022.0453.7—————
HyRSMShots=3-shot2022.0452.3—————
TRXShots=3-shot2022.0451.9—————
ITANetShots=3-shot2022.0449.4—————
CMN-JShots=5-shot2022.0448.8—————
OTAMShots=5-shot2022.0448—————
Plain CMNShots=5-shot2022.0446.5—————
OTAMShots=3-shot2022.0445.9—————
MatchingNetShots=5-shot2022.0445.5—————
CMN-JShots=3-shot2022.0444.6—————
Plain CMNShots=3-shot2022.0442.5—————
MAMLShots=5-shot2022.0441.9—————
HyRSMShots=1-shot2022.0440.6—————
MatchingNetShots=3-shot2022.0439.8—————
ITANetShots=1-shot2022.0439.8—————
MAMLShots=3-shot2022.0438.6—————
OTAMShots=1-shot2022.0436.4—————
CMN-JShots=1-shot2022.0436.2—————
TRXShots=1-shot2022.0436—————
Plain CMNShots=1-shot2022.0433.4—————
MatchingNetShots=1-shot2022.0431.3—————
MAMLShots=1-shot2022.0430.9—————
CMNBackbone=ResNet-50, Protocol=5-way2021.05—36.242.144.64748.8
FlowBackbone=ResNet-50, Protocol=5-way2021.05—21.22630.131.833.8
ITANetBackbone=ResNet-50, Protocol=5-way2021.05—39.845.849.451.853.7
LSTMBackbone=ResNet-50, Protocol=5-way2021.05—19.824.928.630.632.5
LSTM-EMBBackbone=ResNet-50, Protocol=5-way2021.05—3338.541.843.846.2
MAMLBackbone=ResNet-50, Protocol=5-way2021.05—30.935.138.64041.9
MatchingNetBackbone=ResNet-50, Protocol=5-way2021.05—31.335.939.840.545.5
NearestBackbone=ResNet-50, Protocol=5-way2021.05—28.133.337.239.243.8
Nearest-FTBackbone=ResNet-50, Protocol=5-way2021.05—27.53235.937.841
Plain CMNBackbone=ResNet-50, Protocol=5-way2021.05—33.438.942.54446.5
RGBBackbone=ResNet-50, Protocol=5-way2021.05—2025.329.230.933.6