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Table 3 VGG-16, 300 epochs, (already overfit) 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

72.45%

0.0

1.0

76.33%

0.9

0.1

79.21%

0.8

0.2

80.23%

0.7

0.3

81.54%

0.6

0.4

82.77%

0.5

0.5

82.81%

0.4

0.6

83.5%

0.3

0.7

82.74%

0.2

0.8

81.22%

0.1

0.9

79.61%

Gating VGG-16

 

83.5%

Gating ResNet-50

 

81.24%

Gating classifier

 

82.10%