Table 3.
Comparison model information summary.
Model Name | Dimension | Proposal Time | Category |
---|---|---|---|
3D-ConvNet [2] | 3D | 2013 | 3D CNN |
IDT [21] | 2D | 2013 | 2D CNN |
C3D [3] | 3D | 2015 | 3D CNN |
Two-Stream [1] | 2D | 2015 | 2D CNN |
VideoLSTM [22] | 2D | 2016 | LSTM + Attention |
DB-LSTM [9] | 2D | 2017 | LSTM |
Res3D [8] | 3D | 2017 | 3D ResNet |
P3D-A [18] | 3D | 2017 | 3D ResNet |
I3D [23] | 3D | 2018 | 3D CNN |
MiCT-Net [24] | 2D, 3D | 2018 | 2D CNN + 3D CNN |
3D RAN(ResNet-18) [25] | 3D | 2019 | 3D ResNet + Attention |