CBANet: Toward Complexity and Bitrate Adaptive Deep Image Compression Using a Single Network

• Published in: IEEE transactions on image processing Vol. 32; pp. 2049 - 2062
• Main Authors: Guo, Jinyang, Xu, Dong, Lu, Guo
• Format: Journal Article
• Language: English
• Published: United States The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2023
• Subjects: Complexity; Distortion; Image compression; Image contrast; Learning; Modules; Network design; Optimization; Tradeoffs

In this work, we propose a new deep image compression framework called Complexity and Bitrate Adaptive Network (CBANet) that aims to learn one single network to support variable bitrate coding under various computational complexity levels. In contrast to the existing state-of-the-art learning-based...