no code implementations • 12 Nov 2021 • Ming Lu, Peiyao Guo, Huiqing Shi, Chuntong Cao, Zhan Ma
A Transformer-based Image Compression (TIC) approach is developed which reuses the canonical variational autoencoder (VAE) architecture with paired main and hyper encoder-decoders.
no code implementations • 22 Apr 2019 • Haojie Liu, Tong Chen, Peiyao Guo, Qiu Shen, Xun Cao, Yao Wang, Zhan Ma
This paper proposes a novel Non-Local Attention Optimized Deep Image Compression (NLAIC) framework, which is built on top of the popular variational auto-encoder (VAE) structure.
no code implementations • 27 Feb 2019 • Haojie Liu, Tong Chen, Peiyao Guo, Qiu Shen, Zhan Ma
Besides, a field study on perceptual quality is also given via a dedicated subjective assessment, to compare the efficiency of our proposed methods and other conventional image compression methods.