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Table 2 VGG-16, 80 epochs, on UCF-101 (split 1)

From: Gated spatio and temporal convolutional neural network for activity recognition: towards gated multimodal deep learning

RGB weight

Flow weight

Test accuracy

1.0

0.0

65.47%

0.0

1.0

69.66%

0.9

0.1

71.21%

0.8

0.2

72.04%

0.7

0.3

73.55%

0.6

0.4

74.23%

0.5

0.5

76.34%

0.4

0.6

77.01%

0.3

0.7

76.22%

0.2

0.8

73.45%

0.1

0.9

72.32%

Gating VGG-16

 

75.5%

Gating ResNet-50

 

74%

Gating classifier

 

76%