Tingyue Zheng, Chen Tang, Zhenkun Lei. Multi-Scale Retinal Vessel Segmentation Based on Fully Convolutional Neural Network[J]. Acta Optica Sinica, 2019, 39(2): 0211002
- Acta Optica Sinica
- Vol. 39, Issue 2, 0211002 (2019)
Fig. 1. Structural diagram of residual block
Fig. 2. Schematic of multi-scale ASPP module
Fig. 3. Structural diagram of network for retinal vessel segmentation
Fig. 4. Image preprocessing. (a) Typical fundus image of DRIVE dataset; (b) fundus image after preprocessing
Fig. 5. Segmentation test results based on DRIVE dataset. (a) Original fundus images; (b) segmentation standard images; (c) segmentation results of images
Fig. 6. Segmentation test results based on STARE dataset. (a) Original fundus images; (b) segmentation standard images; (c) segmentation results of images
Fig. 7. Segmentation results in local areas. (a)(b) Original fundus images; (c)-(f) local fundus images; (g)-(j) segmentation standard images; (k)-(n) segmentation results of images
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Table 1. Average performance evaluation results based on DRIVE and STARE datasets
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Table 2. Performance comparison of the proposed and other methods based on DRIVE dataset
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Table 3. Performance comparison of the proposed and other methods based on STARE dataset
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