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Table 5 ResNet-50, 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

70.47%

0.0

1.0

64.82%

0.9

0.1

72.21%

0.8

0.2

74.06%

0.7

0.3

75.49%

0.6

0.4

76.78%

0.5

0.5

77.50%

0.4

0.6

77.11%

0.3

0.7

76.15%

0.2

0.8

73.40%

0.1

0.9

70.55%

Gating VGG-16

 

78.11%

Gating ResNet-50

 

75.50%

Gating classifier

 

77.80%