Table 2:
Open in new tab

3D Convolutional networks configurations.

11 layers13 layers16 layers19 layers
input (224 × 224 × 224 RGB video)
Conv3D-64Conv3D-64 Conv3D-64Conv3D-64 Conv3D-64Conv3D-64 Conv3D-64
maxpool
Conv3D-128Conv3D-128 Conv3D-128Conv3D-128 Conv3D-128Conv3D-128 Conv3D-128
maxpool
Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256 Conv3D-256 Conv3D-256
maxpool
Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512 Conv3D-512
maxpool
Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512 Conv3D-512
maxpool
FC-4096
FC-4096
FC-3
softmax
11 layers13 layers16 layers19 layers
input (224 × 224 × 224 RGB video)
Conv3D-64Conv3D-64 Conv3D-64Conv3D-64 Conv3D-64Conv3D-64 Conv3D-64
maxpool
Conv3D-128Conv3D-128 Conv3D-128Conv3D-128 Conv3D-128Conv3D-128 Conv3D-128
maxpool
Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256 Conv3D-256 Conv3D-256
maxpool
Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512 Conv3D-512
maxpool
Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512 Conv3D-512
maxpool
FC-4096
FC-4096
FC-3
softmax
Table 2:
Open in new tab

3D Convolutional networks configurations.

11 layers13 layers16 layers19 layers
input (224 × 224 × 224 RGB video)
Conv3D-64Conv3D-64 Conv3D-64Conv3D-64 Conv3D-64Conv3D-64 Conv3D-64
maxpool
Conv3D-128Conv3D-128 Conv3D-128Conv3D-128 Conv3D-128Conv3D-128 Conv3D-128
maxpool
Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256 Conv3D-256 Conv3D-256
maxpool
Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512 Conv3D-512
maxpool
Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512 Conv3D-512
maxpool
FC-4096
FC-4096
FC-3
softmax
11 layers13 layers16 layers19 layers
input (224 × 224 × 224 RGB video)
Conv3D-64Conv3D-64 Conv3D-64Conv3D-64 Conv3D-64Conv3D-64 Conv3D-64
maxpool
Conv3D-128Conv3D-128 Conv3D-128Conv3D-128 Conv3D-128Conv3D-128 Conv3D-128
maxpool
Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256 Conv3D-256Conv3D-256 Conv3D-256 Conv3D-256 Conv3D-256
maxpool
Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512 Conv3D-512
maxpool
Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512Conv3D-512 Conv3D-512 Conv3D-512 Conv3D-512
maxpool
FC-4096
FC-4096
FC-3
softmax
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