Shuai Zhang, Junzhong Zhang, Hui Cao, Dawei Qiu, Xurui Ji. Coronavirus Disease X-Ray Image Diagnosis Method Based on ConvNeXt Network[J]. Laser & Optoelectronics Progress, 2023, 60(14): 1410001
- Laser & Optoelectronics Progress
- Vol. 60, Issue 14, 1410001 (2023)
Fig. 1. GlstNet framework structure
Fig. 2. LSTM network structure
Fig. 3. CNN-LSTM network structure
Fig. 4. Confusion matrix for the test set on dataset I
Fig. 5. GlstNet accuracy change curve with confusion matrix
Fig. 6. GlstNet network confusion matrix on Chest X-ray validation set
Fig. 7. Score-CAM visualization results
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Table 1. Division of dataset I
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Table 2. Division of dataset Ⅱ
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Table 3. Test set metrics on dataset I
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Table 4. Comparison of GlstNet network with mainstream algorithms
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Table 5. Performance metrics for three categories on the validation set of dataset Ⅰ
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Table 6. Comparison of GlstNet with mainstream algorithms
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Table 7. Performance metrics for three categories on the validation set of dataset II
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