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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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Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI Kai Huang Wei Gao 70 36 0 21 Dec 2023
Machine-learning optimized measurements of chaotic dynamical systems via the information bottleneck Kieran A. Murphy Danielle Bassett 84 5 0 08 Nov 2023
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Fundamental Limits of Two-layer Autoencoders, and Achieving Them with Gradient Methods Aleksandr Shevchenko Kevin Kögler Hamed Hassani Marco Mondelli DRL MLT 70 2 0 27 Dec 2022
Variational Speech Waveform Compression to Catalyze Semantic Communications Shengshi Yao Zixuan Xiao Sixian Wang Jincheng Dai K. Niu Ping Zhang 56 5 0 10 Dec 2022
Sub-8-bit quantization for on-device speech recognition: a regularization-free approach Kai Zhen Martin H. Radfar Hieu Duy Nguyen Grant P. Strimel Nathan Susanj Athanasios Mouchtaris MQ 66 8 0 17 Oct 2022
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 67 9 0 12 Oct 2022
Deep Lossy Plus Residual Coding for Lossless and Near-lossless Image Compression Yuanchao Bai Xianming Liu Kai Wang Xiangyang Ji Xiaoling Wu Wen Gao 83 24 0 11 Sep 2022
Learned Image Compression with Generalized Octave Convolution and Cross-Resolution Parameter Estimation H. Fu Feng Liang 69 17 0 07 Sep 2022
Deep Joint Source-Channel and Encryption Coding: Secure Semantic Communications Tze-Yang Tung Deniz Gunduz BDL 98 50 0 19 Aug 2022
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Asymmetric Learned Image Compression with Multi-Scale Residual Block, Importance Map, and Post-Quantization Filtering H. Fu Feng Liang Jie Liang Binglin Li Guohe Zhang Jingning Han 36 2 0 21 Jun 2022
DeepJSCC-Q: Constellation Constrained Deep Joint Source-Channel Coding Tze-Yang Tung David Burth Kurka Mikolaj Jankowski Deniz Gunduz 61 80 0 16 Jun 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 57 19 0 10 Jun 2022
Decentralized Low-Latency Collaborative Inference via Ensembles on the Edge M. Malka Erez Farhan Hai Morgenstern Nir Shlezinger FedML 74 13 0 07 Jun 2022
Identity Preserving Loss for Learned Image Compression Jiuhong Xiao Lavisha Aggarwal P. Banerjee Manoj Aggarwal Gérard Medioni CVBM 62 6 0 22 Apr 2022
Neural Estimation of the Rate-Distortion Function With Applications to Operational Source Coding Eric Lei Hamed Hassani Shirin Saeedi Bidokhti 67 20 0 04 Apr 2022
Training Quantised Neural Networks with STE Variants: the Additive Noise Annealing Algorithm Matteo Spallanzani G. P. Leonardi Luca Benini 54 3 0 21 Mar 2022
Unified Multivariate Gaussian Mixture for Efficient Neural Image Compression Xiaosu Zhu Jingkuan Song Lianli Gao Fengcai Zheng Hengtao Shen 55 64 0 21 Mar 2022
Transformations in Learned Image Compression from a Modulation Perspective Youneng Bao Fangyang Meng Wen-Tao Tan Chao Li Yonghong Tian Yongsheng Liang 73 0 0 04 Mar 2022
Memory Replay with Data Compression for Continual Learning Liyuan Wang Xingxing Zhang Kuo Yang L. Yu Chongxuan Li Lanqing Hong Shifeng Zhang Zhenguo Li Yi Zhong Jun Zhu 92 105 0 14 Feb 2022
An Introduction to Neural Data Compression Yibo Yang Stephan Mandt Lucas Theis 149 125 0 14 Feb 2022
Neural JPEG: End-to-End Image Compression Leveraging a Standard JPEG Encoder-Decoder A. Mali Alexander Ororbia Daniel Kifer C. Lee Giles 56 10 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 45 4 0 27 Jan 2022
Learning-Driven Lossy Image Compression; A Comprehensive Survey Sonain Jamil Md. Jalil Piran Muhibur Rahman 85 37 0 23 Jan 2022
Improving Performance of Semantic Segmentation CycleGANs by Noise Injection into the Latent Segmentation Space Jonas Löhdefink Tim Fingscheidt 130 2 0 17 Jan 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
Implicit Neural Representations for Image Compression Yannick Strümpler Janis Postels Ren Yang Luc van Gool F. Tombari 93 165 0 08 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 84 0 0 19 Nov 2021
A Robust Deep Learning-Based Beamforming Design for RIS-assisted Multiuser MISO Communications with Practical Constraints Wangyang Xu Lu Gan Chongwen Huang 37 50 0 12 Nov 2021
Wideband and Entropy-Aware Deep Soft Bit Quantization Marius Arvinte Jonathan I. Tamir MQ 28 0 0 18 Oct 2021
Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform Myung-Sin Song Jinyoung Choi Bohyung Han 76 94 0 21 Aug 2021
AdvDrop: Adversarial Attack to DNNs by Dropping Information Ranjie Duan YueFeng Chen Dantong Niu Yun Yang •. A. K. Qin Yuan He AAML 82 92 0 20 Aug 2021
Enhanced Invertible Encoding for Learned Image Compression Yueqi Xie Ka Leong Cheng Qifeng Chen 107 194 0 08 Aug 2021
HARP-Net: Hyper-Autoencoded Reconstruction Propagation for Scalable Neural Audio Coding Darius Petermann Seungkwon Beack Minje Kim 79 15 0 22 Jul 2021
Learned Image Compression with Gaussian-Laplacian-Logistic Mixture Model and Concatenated Residual Modules H. Fu F. Liang Jianping Lin Bing Li Mohammad Akbari Jie Liang Guohe Zhang Dong Liu Chengjie Tu Jingning Han 112 55 0 14 Jul 2021
Rate Distortion Characteristic Modeling for Neural Image Compression Chuanmin Jia Ziqing Ge Shanshe Wang Siwei Ma Wen Gao 48 13 0 24 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
Fair Representations by Compression Xavier Gitiaux Huzefa Rangwala FaML 114 14 0 28 May 2021
Extending Neural P-frame Codecs for B-frame Coding Reza Pourreza Taco S. Cohen 75 49 0 30 Mar 2021
Slimmable Compressive Autoencoders for Practical Neural Image Compression Feiyu Yang Luis Herranz Yongmei Cheng M. Mozerov 64 66 0 29 Mar 2021
SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning over Traffic Events Li Xu He Huang Jun Liu ViT LRM 114 88 0 29 Mar 2021