Learned Compression

This repository is a paper digest of deep neural network (DNN)-based approaches in data compression tasks, including image compression and video compression. Papers are listed in alphabetical order of the first character. All links to the materials are freely accessible.

:star2:Recommendation

Helpful Learning Resource:thumbsup::thumbsup::thumbsup:

• (Talk) Learned Image Compression [video]
• (Survey) Image and Video Compression with Neural Networks: A Review [paper]
• (Library) CompressAI: A PyTorch Library and Evaluation Platform for End-to-End Compression Research [code] [doc]
• (Tool) GetData Graph Digitizer [web] (useful when you want to get the rate-distortion curve in a paper without accessing its code)
• (People) Johannes Ballé@Google [web]
• (Background) An Introduction to Neural Data Compression [paper]

:bookmark:Image Compression

NeurIPS 2018

• Joint Autoregressive and Hierarchical Priors for Learned Image Compression [paper&review] [code]
  • David Minnen, Johannes Ballé, George Toderici

ICLR 2018

• Variational Image Compression with a Scale Hyperprior [paper&review] [code]
  • Johannes Ballé, David Minnen, Saurabh Singh, Sung Jin Hwang, Nick Johnston

ICLR 2017

• End-to-End Optimized Image Compression [paper&review] [code]
  • Johannes Ballé, Valero Laparra, Eero P. Simoncelli

:bookmark:Video Compression

ICLR 2023

• MIMT: Masked Image Modeling Transformer for Video Compression [paper&review] [~~code~~]
  • Jinxi Xiang, Kuan Tian, Jun Zhang

NeurIPS 2022

• VCT: A Video Compression Transformer [paper&review] [code]
  • Fabian Mentzer, George Toderici, David Minnen, Sung Jin Hwang, Sergi Caelles, Mario Lucic, Eirikur Agustsson

MM 2022

• Hybrid Spatial-Temporal Entropy Modelling for Neural Video Compression [paper] [code]
  • Jiahao Li, Bin Li, Yan Lu

CVPR 2021

• FVC: A New Framework towards Deep Video Compression in Feature Space [paper] [code]
  • Zhihao Hu, Guo Lu, Dong Xu

NeurIPS 2021

• Deep Contextual Video Compression [paper&review] [code]
  • Jiahao Li, Bin Li, Yan Lu

CVPR 2020

• Scale-Space Flow for End-to-End Optimized Video Compression [paper] [code]
  • Eirikur Agustsson, David Minnen, Nick Johnston, Johannes Balle, Sung Jin Hwang, George Toderici

ECCV 2020

• Conditional Entropy Coding for Efficient Video Compression [paper] [~~code~~]
  • Jerry Liu, Shenlong Wang, Wei-Chiu Ma, Meet Shah, Rui Hu, Pranaab Dhawan, Raquel Urtasun

CVPR 2019

• DVC: An End-to-end Deep Video Compression Framework [paper] [code]
  • Guo Lu, Wanli Ouyang, Dong Xu, Xiaoyun Zhang, Chunlei Cai, Zhiyong Gao