Lingxiao Wang, Jun Yang, Wensai Wang, Ting Li. Automatic Detection of Retinal Diseases Based on Lightweight Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2022, 59(6): 0617017
- Laser & Optoelectronics Progress
- Vol. 59, Issue 6, 0617017 (2022)
Fig. 1. Sample image examples. (a) CNV; (b) DME; (c) DRUSEN; (d) NORMAL
Fig. 2. Schematic diagrams of module structure . (a) Dilated SepConv ; (b) Residual Unit
Fig. 3. Schematic diagram of proposed model structure
Fig. 4. ROC curves of proposed model. (a) ROC curve; (b) partial enlarged view
Fig. 5. CAM. (a) CNV; (b) DME; (c) DRUSEN
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Table 1. Segmentation of retinal OCT image dataset
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Table 2. Classification results of proposed model for various retinal images
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Table 3. Overall evaluation results of different classification models
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