Soft-to-Hard Vector Quantization for End-to-End Learning Compressible Representations

3 April 2017

Radu Timofte

Luca Benini

Luc Van Gool

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Papers citing "Soft-to-Hard Vector Quantization for End-to-End Learning Compressible Representations"

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CANeRV: Content Adaptive Neural Representation for Video Compression Lv Tang Jun Zhu Xinfeng Zhang L. Zhang Siwei Ma Qingming Huang 62 1 0 10 Feb 2025
An Information-Theoretic Regularizer for Lossy Neural Image Compression Y. Zhang Meng Wang Xihua Sheng Peilin Chen Junru Li L. Zhang S. Wang 162 0 0 23 Nov 2024
Enhancing Learned Image Compression via Cross Window-based Attention Priyanka Mudgal Feng Liu 27 0 0 28 Oct 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 46 0 0 12 Jul 2024
Exploration of Learned Lifting-Based Transform Structures for Fully Scalable and Accessible Wavelet-Like Image Compression Xinyue Li A. Naman David S. Taubman 27 0 0 29 Feb 2024
Inducing Systematicity in Transformers by Attending to Structurally Quantized Embeddings Yichen Jiang Xiang Zhou Mohit Bansal 25 1 0 09 Feb 2024
Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI Kai Huang Wei Gao 15 35 0 21 Dec 2023
Machine-learning optimized measurements of chaotic dynamical systems via the information bottleneck Kieran A. Murphy Danielle Bassett 31 5 0 08 Nov 2023
Semantically Structured Image Compression via Irregular Group-Based Decoupling V. Sheoran Yixin Gao Shreyansh Joshi Tanisha R. Bhayani Zhibo Chen 36 13 0 04 May 2023
Native Multi-Band Audio Coding within Hyper-Autoencoded Reconstruction Propagation Networks Darius Petermann Inseon Jang Minje Kim 11 1 0 14 Mar 2023
Raw Image Reconstruction with Learned Compact Metadata Yufei Wang Yi Yu Wenhan Yang Lanqing Guo Lap-Pui Chau Alex C. Kot B. Wen 32 18 0 25 Feb 2023
Zero-shot Generation of Coherent Storybook from Plain Text Story using Diffusion Models Hyeonho Jeong Gihyun Kwon Jong Chul Ye 32 20 0 08 Feb 2023
Attention-Based Generative Neural Image Compression on Solar Dynamics Observatory Ali Zafari Atefeh Khoshkhahtinat P. Mehta Nasser M. Nasrabadi B. Thompson D. D. Silva M. Kirk 13 9 0 12 Oct 2022
Deep Joint Source-Channel and Encryption Coding: Secure Semantic Communications Tze-Yang Tung Deniz Gunduz BDL 19 43 0 19 Aug 2022
PILC: Practical Image Lossless Compression with an End-to-end GPU Oriented Neural Framework Ning Kang Shanzhao Qiu Shifeng Zhang Zhenguo Li Shutao Xia 20 17 0 10 Jun 2022
Neural JPEG: End-to-End Image Compression Leveraging a Standard JPEG Encoder-Decoder A. Mali Alexander Ororbia Daniel Kifer C. Lee Giles 20 9 0 27 Jan 2022
An Empirical Analysis of Recurrent Learning Algorithms In Neural Lossy Image Compression Systems A. Mali Alexander Ororbia Daniel Kifer L. Giles 11 4 0 27 Jan 2022
Learning-Driven Lossy Image Compression; A Comprehensive Survey Sonain Jamil Md. Jalil Piran Muhibur Rahman 27 35 0 23 Jan 2022
Improving Performance of Semantic Segmentation CycleGANs by Noise Injection into the Latent Segmentation Space Jonas Löhdefink Tim Fingscheidt 18 2 0 17 Jan 2022
Learning Cross-Scale Weighted Prediction for Efficient Neural Video Compression Zongyu Guo Runsen Feng Zhizheng Zhang Xin Jin Zhibo Chen 19 15 0 26 Dec 2021
A New Image Codec Paradigm for Human and Machine Uses Sien Chen Jian Jin Lili Meng Weisi Lin Zhuo Chen Tsui-Shan Chang Zhen Li Huaxiang Zhang 29 6 0 19 Dec 2021
Toward Compact Parameter Representations for Architecture-Agnostic Neural Network Compression Yuezhou Sun Wenlong Zhao Lijun Zhang Xiao Liu Hui Guan Matei A. Zaharia 21 0 0 19 Nov 2021
Wideband and Entropy-Aware Deep Soft Bit Quantization Marius Arvinte Jonathan I. Tamir MQ 11 0 0 18 Oct 2021
AdvDrop: Adversarial Attack to DNNs by Dropping Information Ranjie Duan YueFeng Chen Dantong Niu Yun Yang •. A. K. Qin Yuan He AAML 11 89 0 20 Aug 2021
HARP-Net: Hyper-Autoencoded Reconstruction Propagation for Scalable Neural Audio Coding Darius Petermann Seungkwon Beack Minje Kim 12 14 0 22 Jul 2021
Fair Representations by Compression Xavier Gitiaux Huzefa Rangwala FaML 17 14 0 28 May 2021
Extending Neural P-frame Codecs for B-frame Coding Reza Pourreza Taco S. Cohen 41 47 0 30 Mar 2021
Slimmable Compressive Autoencoders for Practical Neural Image Compression Feiyu Yang Luis Herranz Yongmei Cheng M. Mozerov 15 65 0 29 Mar 2021
Psychoacoustic Calibration of Loss Functions for Efficient End-to-End Neural Audio Coding Kai Zhen Mi Suk Lee Jongmo Sung Seung-Wha Beack Minje Kim 25 21 0 31 Dec 2020
Improving Deep Video Compression by Resolution-adaptive Flow Coding Zhihao Hu Zhenghao Chen Dong Xu Guo Lu Wanli Ouyang S. O. O. ScienceTechnology 29 123 0 13 Sep 2020
Channel-Level Variable Quantization Network for Deep Image Compression Zhisheng Zhong Hiroaki Akutsu Kiyoharu Aizawa 11 20 0 15 Jul 2020
Learning for Video Compression with Recurrent Auto-Encoder and Recurrent Probability Model Ren Yang Fabian Mentzer Luc Van Gool Radu Timofte 15 138 0 24 Jun 2020
High-Fidelity Generative Image Compression Fabian Mentzer G. Toderici Michael Tschannen E. Agustsson 25 460 0 17 Jun 2020
Universally Quantized Neural Compression E. Agustsson Lucas Theis MQ 11 89 0 17 Jun 2020
Dissimilarity Mixture Autoencoder for Deep Clustering Juan S. Lara Fabio A. González 22 5 0 15 Jun 2020
An Overview of Neural Network Compression James OÑeill AI4CE 40 98 0 05 Jun 2020
PatchVAE: Learning Local Latent Codes for Recognition Kamal Gupta Saurabh Singh Abhinav Shrivastava SSL DRL 14 20 0 07 Apr 2020
Efficient And Scalable Neural Residual Waveform Coding With Collaborative Quantization Kai Zhen Mi Suk Lee Jongmo Sung Seungkwon Beack Minje Kim 25 20 0 13 Feb 2020
Saliency Driven Perceptual Image Compression Yash J. Patel Srikar Appalaraju R. Manmatha 31 6 0 12 Feb 2020
A GAN-based Tunable Image Compression System Lirong Wu Kejie Huang Haibin Shen GAN 9 42 0 18 Jan 2020
Learned Variable-Rate Image Compression with Residual Divisive Normalization Mohammad Akbari Jie Liang Jingning Han Chengjie Tu 8 25 0 11 Dec 2019
Denoising and Regularization via Exploiting the Structural Bias of Convolutional Generators Reinhard Heckel Mahdi Soltanolkotabi DiffM 27 81 0 31 Oct 2019
Variable Rate Deep Image Compression With a Conditional Autoencoder Yoojin Choi Mostafa El-Khamy Jungwon Lee DRL 14 223 0 11 Sep 2019
DSIC: Deep Stereo Image Compression Jerry Liu Shenlong Wang R. Urtasun 19 45 0 09 Aug 2019
Efficient and Effective Context-Based Convolutional Entropy Modeling for Image Compression Mu-Wei Li Kede Ma J. You David C. Zhang W. Zuo 19 67 0 24 Jun 2019
Cascaded Cross-Module Residual Learning towards Lightweight End-to-End Speech Coding Kai Zhen Jongmo Sung Mi Suk Lee Seungkwon Beack Minje Kim 19 39 0 18 Jun 2019
Learning Content-Weighted Deep Image Compression Mu-Wei Li W. Zuo Shuhang Gu J. You David C. Zhang 22 70 0 01 Apr 2019
Prototype-based Neural Network Layers: Incorporating Vector Quantization S. Saralajew Lars Holdijk Maike Rees T. Villmann MQ 17 15 0 04 Dec 2018
Deep Generative Video Compression Jun Han Salvator Lombardo Christopher Schroers Stephan Mandt VGen 26 58 0 05 Oct 2018
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks Reinhard Heckel Paul Hand 21 279 0 02 Oct 2018