Chunyan Yu, Yan Xu, Lisha Gou, Zhefeng Nan. Crowd Counting Based on Single-Column Deep Spatiotemporal Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810011
- Laser & Optoelectronics Progress
- Vol. 58, Issue 8, 0810011 (2021)
Fig. 1. CNN based on single-column deep spatiotemporal counting
Fig. 2. Structure of the improved FCN
Fig. 3. Structure of the ST counting network
Fig. 4. Counting results of our model on the UCSD data set
Fig. 5. Experimental results of our model on the Mall data set. (a) Density map; (b) counting result
Fig. 6. Experimental results of our model on the self-built data set. (a) Density map; (b) counting result
Fig. 7. Accuracies of different models
Fig. 8. Training loss curves of the network before and after the improvement
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Table 1. Performance indexes of different models on the UCSD data set
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Table 2. Performance indexes of different models on the Mall data set
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Table 3. Performance indexes of different models on self-built data set
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Table 4. Confirmation experiment results1 of different data sets
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Table 5. Confirmation experiment results 2 of different data sets
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