Ningxiao Li, Guodong Wang, Yanjie Wang, Shiyu Hu, Liangliang Wang. Video Classification Based on Three-Dimensional Squeeze Excitation Module[J]. Laser & Optoelectronics Progress, 2019, 56(12): 121004
- Laser & Optoelectronics Progress
- Vol. 56, Issue 12, 121004 (2019)
Fig. 1. Unit structure of module. (a) 2D ResNet unit; (b) 3D ResNet unit; (c) 3D SE_FC ResNet unit
Fig. 2. Flow chart of feature extraction
Fig. 3. Loss at first stage of UCF101 training
Fig. 4. Loss at second stage of UCF101 training
Fig. 5. Loss of HMDB51 training
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Table 1. Average validation accuracy comparison on UCF101 dataset
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Table 2. Average validation accuracy comparison on HMDB51 dataset
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Table 3. Average time comparison for each video classification
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Table 4. Test accuracy comparison on HMDB51 and UCF101 datasets
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