Youwen Huang, Chaolun Wan, Heng Feng. Multi-Feature Fusion Human Behavior Recognition Algorithm Based on Convolutional Neural Network and Long Short Term Memory Neural Network[J]. Laser & Optoelectronics Progress, 2019, 56(7): 071505
- Laser & Optoelectronics Progress
- Vol. 56, Issue 7, 071505 (2019)
Fig. 1. System block diagram
Fig. 2. CNN and parameters of each layer
Fig. 3. CNN hidden layer dimension and vectorization
Fig. 4. Schematic of proposed LSTM model
Fig. 5. Network structure of model
Fig. 6. KTH data training accuracy
Fig. 7. Recognition ratio of different weight ratios
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Table 1. Comparison of accuracy of different algorithms on KTH dataset
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Table 2. Comparison of accuracy of different algorithms on UCF Sports dataset
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Table 3. Behavior recognition confusion matrix based on KTH dataset
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