Junhao Yang, Zhiqing Ma, Guohui Wei, Shuang Zhao. Recognition and Classification of Childhood Pneumonia Based on Improved Inception-ResNet-v2[J]. Laser & Optoelectronics Progress, 2023, 60(14): 1410008
- Laser & Optoelectronics Progress
- Vol. 60, Issue 14, 1410008 (2023)
Fig. 1. Inception-ResNet-v2 model
Fig. 2. Improved Inception-ResNet-v2 model
Fig. 3. MS_CAM structure
Fig. 4. IAFF structure
Fig. 5. Improved stem module
Fig. 6. Sample dataset. (a) Bacterial pneumonia; (b) viral pneumonia; (c) normal
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Table 1. Number of grades of pneumonia in children
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Table 2. Classification confusion matrix of fusion iteration attention feature fusion module and improved Inception-ResNet-v2
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Table 3. Comparison of two classification experiments
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Table 4. Comparison of experimental results
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Table 5. Comparison of ablation experiment results
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Table 6. Comparison of experimental results of the COVID-19 dataset
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