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Table 4 ResNet-50, 40 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

69.83%

0.0

1.0

63.84%

0.9

0.1

71.60%

0.8

0.2

72.98%

0.7

0.3

74.36%

0.6

0.4

75.76%

0.5

0.5

76.39%

0.4

0.6

76.39%

0.3

0.7

74.94%

0.2

0.8

72.24%

0.1

0.9

69.49%

Gating VGG-16

 

77.21%

Gating ResNet-50

 

74.36%

Gating classifier

 

77.21%