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. 2023 Feb 22;13:3127. doi: 10.1038/s41598-022-26647-4

Figure 2.

Figure 2

Architecture for endoscopic image restoration framework. A clean, sharp and white balanced (WHB) video frame is retrieved from its raw, noisy and blurred observation. The network depth for encoder and decoder is 4. The network uses residual connection as it is shown in the bottom image. Accumulated loss function calculated from PSNR, SSIM, perception loss and reduced mean of edge loss between noisy and clean observation.