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Multi-view Classification on HMDB (test)

72.3AccuracyMGP
35.182444.818754.45564.0913Oct 6, 2022Nov 5, 2022Dec 5, 2022Jan 4, 2023Feb 3, 2023Mar 5, 2023Apr 4, 2023

Evaluation results

MethodLinks
MGP2023.0472.3—
MNPs2023.0471.97—
MCD2023.0471.68—
DEFusion=Early Fusion2023.0471.67—
DEFusion=Late Fusion2023.0469.98—
SNGP2023.0467.65—
ETP2023.0467.43—
MGPnoise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.1067.02—
TMC2023.0465.17—
DE (LF)noise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.1043.01—
MC Dropoutnoise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.1042.63—
DE (EF)noise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.1041.92—
NGPnoise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.1037.49—
TMCnoise_type=Gaussian, noise_std_range=0.01 to 10, noise_application=half of the views2022.1036.61—
DE (EF)number of models=5, fusion=early2022.10—0.095
DE (LF)number of models=5, fusion=late2022.10—0.27
MC Dropoutdropout rate=0.22022.10—0.388
MGP2022.10—0.036
SNGPbackbone=GP layer2022.10—0.227
TMC2022.10—0.594