An Introduction to Neural Data Compression

14 February 2022

Papers citing "An Introduction to Neural Data Compression"

25 / 25 papers shown

Title
An Information-Theoretic Regularizer for Lossy Neural Image Compression Y. Zhang Meng Wang Xihua Sheng Peilin Chen Junru Li L. Zhang S. Wang 121 0 0 23 Nov 2024
Training Foundation Models as Data Compression: On Information, Model Weights and Copyright Law Giorgio Franceschelli Claudia Cevenini Mirco Musolesi 44 0 0 18 Jul 2024
Neural-based Video Compression on Solar Dynamics Observatory Images Atefeh Khoshkhahtinat Ali Zafari P. Mehta Nasser M. Nasrabadi Barbara J. Thompson M. Kirk D. D. Silva 44 0 0 12 Jul 2024
FOOL: Addressing the Downlink Bottleneck in Satellite Computing with Neural Feature Compression Alireza Furutanpey Qiyang Zhang Philipp Raith Tobias Pfandzelter Shangguang Wang Schahram Dustdar 88 4 0 25 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
C3: High-performance and low-complexity neural compression from a single image or video Hyunjik Kim Matthias Bauer Lucas Theis Jonathan Richard Schwarz Emilien Dupont VGen 20 23 0 05 Dec 2023
EGIC: Enhanced Low-Bit-Rate Generative Image Compression Guided by Semantic Segmentation Nikolai Korber Eduard Kromer Andreas Siebert S. Hauke Daniel Mueller-Gritschneder Björn Schuller DiffM VLM 18 4 0 06 Sep 2023
Frequency Disentangled Features in Neural Image Compression Ali Zafari Atefeh Khoshkhahtinat P. Mehta Mohammad Saeed Ebrahimi Saadabadi Mohammad Akyash Nasser M. Nasrabadi 32 14 0 04 Aug 2023
MLIC++: Linear Complexity Multi-Reference Entropy Modeling for Learned Image Compression Wei Jiang Jiayu Yang Yongqi Zhai Feng Gao Ronggang Wang 35 32 0 28 Jul 2023
Random Edge Coding: One-Shot Bits-Back Coding of Large Labeled Graphs Daniel de Souza Severo James Townsend Ashish Khisti Alireza Makhzani 22 2 0 16 May 2023
Modality-Agnostic Variational Compression of Implicit Neural Representations Jonathan Richard Schwarz Jihoon Tack Yee Whye Teh Jaeho Lee Jinwoo Shin 24 25 0 23 Jan 2023
Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications Deniz Gunduz Zhijin Qin Iñaki Estella Aguerri Harpreet S. Dhillon Zhaohui Yang Aylin Yener Kai‐Kit Wong C. Chae 16 430 0 19 Jul 2022
Lossy Compression with Gaussian Diffusion Lucas Theis Tim Salimans Matthew D. Hoffman Fabian Mentzer DiffM 28 77 0 17 Jun 2022
Diffusion Probabilistic Modeling for Video Generation Ruihan Yang Prakhar Srivastava Stephan Mandt DiffM VGen 27 255 0 16 Mar 2022
Towards Empirical Sandwich Bounds on the Rate-Distortion Function Yibo Yang Stephan Mandt 24 24 0 23 Nov 2021
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 325 1,584 0 10 Nov 2021
Algorithms for the Communication of Samples Lucas Theis Noureldin Yosri 45 40 0 25 Oct 2021
Insights from Generative Modeling for Neural Video Compression Ruihan Yang Yibo Yang Joseph Marino Stephan Mandt VGen 22 14 0 28 Jul 2021
3D Scene Compression through Entropy Penalized Neural Representation Functions Thomas Bird Johannes Ballé Saurabh Singh P. Chou 33 30 0 26 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,764 0 24 Feb 2021
On the advantages of stochastic encoders Lucas Theis E. Agustsson 49 44 0 18 Feb 2021
Hierarchical Autoregressive Modeling for Neural Video Compression Ruihan Yang Yibo Yang Joseph Marino Stephan Mandt BDL VGen 104 46 0 19 Oct 2020
End-to-end Learning of Compressible Features Saurabh Singh Sami Abu-El-Haija Nick Johnston Johannes Ballé Abhinav Shrivastava G. Toderici SSL 89 71 0 23 Jul 2020
End-to-end optimization of nonlinear transform codes for perceptual quality Johannes Ballé Valero Laparra Eero P. Simoncelli 70 244 0 18 Jul 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 225 2,543 0 25 Jan 2016