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Table 1 VGG-16, 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

46.34%

0.0

1.0

66.80%

0.9

0.1

53.27%

0.8

0.2

58.72%

0.7

0.3

63.60%

0.6

0.4

67.54%

0.5

0.5

70.05%

0.4

0.6

71.48%

0.3

0.7

70.69%

0.2

0.8

69.18%

0.1

0.9

69.18%

Gating VGG-16

 

71.82%

Gating ResNet-50

 

67.54%

Gating classifier

 

71.82%