Dmcnn: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal

• Published in: Proceedings - International Conference on Image Processing pp. 390 - 394
• Main Authors: Zhang, Xiaoshuai, Yang, Wenhan, Hu, Yueyu, Liu, Jiaying
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.10.2018
• Subjects: Compression Artifacts Removal; Convolutional Neural Network; Discrete cosine transforms; Feature extraction; Image coding; Image restoration; JPEG; Quantization (signal); Training; Transform coding

JPEG is one of the most commonly used standards among lossy image compression methods. However, JPEG compression inevitably introduces various kinds of artifacts, especially at high compression rates, which could greatly affect the Quality of Experience (QoE). Recently, convolutional neural network...