Lihao DING, Zhishan GAO, Dan ZHU, Qun YUAN, Zhenyan GUO. Classification Method of Breast Tissue OCT Images Based on a Double Filtering Residual Network[J]. Acta Photonica Sinica, 2023, 52(12): 1210001
- Acta Photonica Sinica
- Vol. 52, Issue 12, 1210001 (2023)
Fig. 1. DF-ResNet model workflow
Fig. 2. Three types of raw data images
Fig. 3. Effect of α parameters on model performance
Fig. 4. Training curve for model performance
Fig. 5. ROC curve of DF-ResNet model
Fig. 6. The thermodynamic diagram of the two models
Fig. 7. Bar chart of model parameter quantity and classification accuracy
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Table 1. Detailed system parameters
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Table 2. Comparison of performance among three models
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Table 3. The recognition and classification performance of DF-ResNet on a new dataset
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Table 4. model parameter quantity and classification accuracy
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