Hongqiang Ma, Shiping Ma, Yuelei Xu, Chao Lü, Mingming Zhu. Adaptive Image Denoising Based on Improved Stacked Sparse Denoising Auto-Encoder[J]. Acta Optica Sinica, 2018, 38(10): 1010001
- Acta Optica Sinica
- Vol. 38, Issue 10, 1010001 (2018)
Fig. 1. Algorithm flow of DAE
Fig. 2. Network diagram of SSDA
Fig. 3. Network diagram of SRDA
Fig. 4. Network model of ASRDA
Fig. 5. Comparison of convergence effects
Fig. 6. Comparison of denoising performance of different algorithms. (a) Noisy; (b) G-SRDA; (c) S&P-SRDA; (d) MC-SRDA; (e) ASRDA; (f) BM3D
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Table 1. Average PSNR/SSIM of the experimental results of different algorithms on the Set12 data set
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