The improved image inpainting algorithm via encoder and similarity constraint

• Published in: The Visual computer Vol. 37; no. 7; pp. 1691 - 1705
• Main Authors: Chen, Yuantao, Liu, Linwu, Tao, Jiajun, Xia, Runlong, Zhang, Qian, Yang, Kai, Xiong, Jie, Chen, Xi
• Format: Journal Article
• Language: English
• Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.07.2021; Springer Nature B.V
• Subjects: Adaptive algorithms; Algorithms; Artificial Intelligence; Coders; Computer Graphics; Computer Science; Context; Deep learning; Dictionaries; Excitation; Image Processing and Computer Vision; Image restoration; Neural networks; Original Article; Partial differential equations; Semantics; Similarity; Teaching methods; Contextual loss function; Image inpainting; Residual network; Generative adversarial network

Existing image inpainting algorithms based on neural network models are affected by structural distortions and blurred textures on visible connectivity. As a result, overfitting and overlearning phenomena can easily emerge during the image inpainting procedure. Image inpainting refers to the repairi...