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Deep Generative Models for Distribution-Preserving Lossy Compression

28 May 2018

Papers citing "Deep Generative Models for Distribution-Preserving Lossy Compression"

50 / 77 papers shown

Title
Fast Training-free Perceptual Image Compression Ziran Zhu Tongda Xu Minye Huang Dailan He Xingtong Ge Xinjie Zhang Ling-Ling Li Yan Wang DiffM 22 0 0 19 Jun 2025
Generative Image Compression by Estimating Gradients of the Rate-variable Feature Distribution Minghao Han Weiyi You Jinhua Zhang Leheng Zhang Ce Zhu Shuhang Gu DiffM 53 0 0 27 May 2025
Gone With the Bits: Revealing Racial Bias in Low-Rate Neural Compression for Facial Images Tian Qiu Arjun Nichani Rasta Tadayontahmasebi Haewon Jeong 66 0 0 05 May 2025
Universal Representations for Classification-enhanced Lossy Compression Nam Nguyen 118 0 0 12 Apr 2025
Optimal Neural Compressors for the Rate-Distortion-Perception Tradeoff Eric Lei Hamed Hassani Shirin Saeedi Bidokhti 158 2 0 21 Mar 2025
PerCoV2: Improved Ultra-Low Bit-Rate Perceptual Image Compression with Implicit Hierarchical Masked Image Modeling Nikolai Korber Eduard Kromer Andreas Siebert S. Hauke Daniel Mueller-Gritschneder Björn Schuller 94 0 0 12 Mar 2025
Conditional Hallucinations for Image Compression Till Aczél Roger Wattenhofer 80 0 0 25 Oct 2024
PerCo (SD): Open Perceptual Compression Nikolai Korber Eduard Kromer Andreas Siebert S. Hauke Daniel Mueller-Gritschneder Björn Schuller 71 5 0 30 Sep 2024
Once-for-All: Controllable Generative Image Compression with Dynamic Granularity Adaption Anqi Li Yuxi Liu H. Bai Feng Li Runmin Cong Meng Wang Yao-Min Zhao 75 4 0 02 Jun 2024
A Rate-Distortion-Classification Approach for Lossy Image Compression Yuefeng Zhang 55 4 0 06 May 2024
PNeRV: Enhancing Spatial Consistency via Pyramidal Neural Representation for Videos Qi Zhao M. Salman Asif Zhan Ma 63 4 0 13 Apr 2024
Wavelet-Like Transform-Based Technology in Response to the Call for Proposals on Neural Network-Based Image Coding Cunhui Dong Haichuan Ma Haotian Zhang Changsheng Gao Li Li Dong Liu 75 5 0 09 Mar 2024
Idempotence and Perceptual Image Compression Tongda Xu Ziran Zhu Dailan He Yanghao Li Lina Guo ... Zhe Wang Hongwei Qin Yan Wang Jingjing Liu Ya Zhang 101 18 0 17 Jan 2024
Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applications Nazmul Islam Seokjoo Shin AI4CE 106 6 0 08 Jan 2024
Wasserstein Distortion: Unifying Fidelity and Realism Yang Qiu Aaron B. Wagner Johannes Ballé Lucas Theis 87 6 0 05 Oct 2023
Finite Scalar Quantization: VQ-VAE Made Simple Fabian Mentzer David C. Minnen E. Agustsson Michael Tschannen 111 190 0 27 Sep 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 96 5 0 06 Sep 2023
Unaligned 2D to 3D Translation with Conditional Vector-Quantized Code Diffusion using Transformers Abril Corona-Figueroa Sam Bond-Taylor Neelanjan Bhowmik Yona Falinie A. Gaus T. Breckon Hubert P. H. Shum Chris G. Willcocks DiffM 87 4 0 27 Aug 2023
Conditional Perceptual Quality Preserving Image Compression Tongda Xu Qian Zhang Yanghao Li Dailan He Zhe Wang Yuanyuan Wang Hongwei Qin Yan Wang Jingjing Liu Ya-Qin Zhang 71 6 0 16 Aug 2023
A Review of Change of Variable Formulas for Generative Modeling Ullrich Kothe 72 8 0 04 Aug 2023
ECSIC: Epipolar Cross Attention for Stereo Image Compression Matthias Wödlinger J. Kotera M. Keglevic Jan Xu Robert Sablatnig 84 11 0 18 Jul 2023
ProgDTD: Progressive Learned Image Compression with Double-Tail-Drop Training A. Hojjat Janek Haberer Olaf Landsiedel 59 9 0 03 May 2023
Multi-Modality Deep Network for Extreme Learned Image Compression Xuhao Jiang Weimin Tan Tian Tan Bo Yan Liquan Shen 32 18 0 26 Apr 2023
M2T: Masking Transformers Twice for Faster Decoding Fabian Mentzer E. Agustsson Michael Tschannen 58 17 0 14 Apr 2023
Improving Statistical Fidelity for Neural Image Compression with Implicit Local Likelihood Models Matthew Muckley Alaaeldin El-Nouby Karen Ullrich Hervé Jégou Jakob Verbeek 132 55 0 26 Jan 2023
A Residual Diffusion Model for High Perceptual Quality Codec Augmentation Noor Fathima Ghouse Jens Petersen Auke Wiggers Tianlin Xu Guillaume Sautière DiffM 107 22 0 13 Jan 2023
Multi-Realism Image Compression with a Conditional Generator E. Agustsson David C. Minnen G. Toderici Fabian Mentzer 101 75 0 28 Dec 2022
Generative Joint Source-Channel Coding for Semantic Image Transmission Ece Naz Erdemir Tze-Yang Tung Pier Luigi Dragotti Deniz Gunduz GAN 105 86 0 24 Nov 2022
Extreme Generative Image Compression by Learning Text Embedding from Diffusion Models Zhihong Pan Xiaoxia Zhou Hao Tian DiffM 75 23 0 14 Nov 2022
Lossy Image Compression with Conditional Diffusion Models Ruihan Yang Stephan Mandt DiffM 96 137 0 14 Sep 2022
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 108 461 0 19 Jul 2022
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility Behrooz Razeghi Flavio du Pin Calmon Deniz Gunduz Svyatoslav Voloshynovskiy 58 16 0 11 Jul 2022
Video Coding Using Learned Latent GAN Compression Mustafa Shukor B. Damodaran Xu Yao Pierre Hellier 71 6 0 09 Jul 2022
Optimally Controllable Perceptual Lossy Compression Zeyu Yan Fei Wen Peilin Liu 54 16 0 21 Jun 2022
Lossy Compression with Gaussian Diffusion Lucas Theis Tim Salimans Matthew D. Hoffman Fabian Mentzer DiffM 127 82 0 17 Jun 2022
The Rate-Distortion-Perception Tradeoff: The Role of Common Randomness Aaron B. Wagner 89 37 0 08 Feb 2022
DPICT: Deep Progressive Image Compression Using Trit-Planes Jae-Han Lee S. Jeon K. Choi Youngo Park Chang-Su Kim 80 29 0 12 Dec 2021
PixelPyramids: Exact Inference Models from Lossless Image Pyramids Shweta Mahajan Stefan Roth TPM 51 2 0 17 Oct 2021
End-to-End Image Compression with Probabilistic Decoding Haichuan Ma Dong Liu Cunhui Dong Li Li Feng Wu 40 1 0 30 Sep 2021
TACTIC: Joint Rate-Distortion-Accuracy Optimisation for Low Bitrate Compression Nikolina Kubiak Simon Hadfield 51 3 0 22 Sep 2021
Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform Myung-Sin Song Jinyoung Choi Bohyung Han 76 94 0 21 Aug 2021
Neural Video Compression using GANs for Detail Synthesis and Propagation Fabian Mentzer E. Agustsson Johannes Ballé David C. Minnen Nick Johnston G. Toderici GAN 59 39 0 26 Jul 2021
Pragmatic Image Compression for Human-in-the-Loop Decision-Making S. Reddy Anca Dragan Sergey Levine OffRL 86 13 0 07 Jul 2021
A Survey on Adversarial Image Synthesis William Roy Glen Kelly R. Leer Frederick Ricardo GAN 71 3 0 30 Jun 2021
Rate Distortion Characteristic Modeling for Neural Image Compression Chuanmin Jia Ziqing Ge Shanshe Wang Siwei Ma Wen Gao 50 13 0 24 Jun 2021
Universal Rate-Distortion-Perception Representations for Lossy Compression George Zhang Jingjing Qian Jun Chen Ashish Khisti 90 68 0 18 Jun 2021
Principal Bit Analysis: Autoencoding with Schur-Concave Loss Sourbh Bhadane Aaron B. Wagner Jayadev Acharya 27 1 0 05 Jun 2021
On Perceptual Lossy Compression: The Cost of Perceptual Reconstruction and An Optimal Training Framework Zeyu Yan Fei Wen R. Ying Chao Ma Peilin Liu 86 38 0 05 Jun 2021
MineGAN++: Mining Generative Models for Efficient Knowledge Transfer to Limited Data Domains Yaxing Wang Abel Gonzalez-Garcia Chenshen Wu Luis Herranz Fahad Shahbaz Khan Shangling Jui Joost van de Weijer 68 6 0 28 Apr 2021
Lossless Compression with Latent Variable Models James Townsend BDL DRL 78 6 0 21 Apr 2021