Hao Dai, Yaliang Yang, Xian Yue, Shen Chen. Denoising Method of Retinal OCT Images Based on Modularized Denoising Autoencoder[J]. Acta Optica Sinica, 2023, 43(1): 0110001
- Acta Optica Sinica
- Vol. 43, Issue 1, 0110001 (2023)
Fig. 1. Schematic diagram of DAE principle
Fig. 2. Network structure of MDAE
Fig. 3. Denoised images by using different modules. (a) Original image; (b) T=1; (c) T=2; (d) T=3; (e) T=4
Fig. 4. Evaluation metrics varying with number of modules. (a) MSE; (b) PSNR; (c) SSIM
Fig. 5. Denoised results of retinal OCT image of normal eye obtained by different methods. (a) Original image; (b) Gaussian filter; (c) mean filter; (d) BM3D; (e) SDAE; (f) MDAE
Fig. 6. Denoised results of retinal OCT image of diseased eye obtained by different methods. (a) Original image; (b) Gaussian filter;(c) mean filter; (d) BM3D; (e) SDAE; (f) MDAE
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Table 1. Quantitative comparison of denoised results obtained by different methods for retinal OCT image of normal eye
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Table 2. Quantitative comparison of denoised results obtained by different methods for retinal OCT image of diseased eye
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