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Table 6 ResNet-50, 300 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

78.08%

0.0

1.0

74.89%

0.9

0.1

80.10%

0.8

0.2

82.08%

0.7

0.3

83.64%

0.6

0.4

84.72%

0.5

0.5

86.22%

0.4

0.6

86.25%

0.3

0.7

85.30%

0.2

0.8

82.97%

0.1

0.9

79.61%

Gating VGG-16

 

86.25%

Gating ResNet-50

 

83.64%

Gating classifier

 

85.30%