Towards Empirical Sandwich Bounds on the Rate-Distortion Function

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Towards Empirical Sandwich Bounds on the Rate-Distortion Function

23 November 2021

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Papers citing "Towards Empirical Sandwich Bounds on the Rate-Distortion Function"

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Title
Optimal Neural Compressors for the Rate-Distortion-Perception Tradeoff Eric Lei Hamed Hassani Shirin Saeedi Bidokhti 150 2 0 21 Mar 2025
Unity by Diversity: Improved Representation Learning in Multimodal VAEs Thomas M. Sutter Yang Meng Andrea Agostini Daphné Chopard Norbert Fortin Julia E. Vogt Bahbak Shahbaba Stephan Mandt SSL 101 2 0 08 Jan 2025
A Rate-Distortion-Classification Approach for Lossy Image Compression Yuefeng Zhang 50 4 0 06 May 2024
Theoretical Bound-Guided Hierarchical VAE for Neural Image Codecs Yichi Zhang Zhihao Duan Yuning Huang Fengqing Zhu 74 5 0 27 Mar 2024
Approaching Rate-Distortion Limits in Neural Compression with Lattice Transform Coding Eric Lei Hamed Hassani Shirin Saeedi Bidokhti 55 3 0 12 Mar 2024
Estimating the Rate-Distortion Function by Wasserstein Gradient Descent Yibo Yang Stephan Eckstein Marcel Nutz Stephan Mandt 67 10 0 29 Oct 2023
Computationally-Efficient Neural Image Compression with Shallow Decoders Yibo Yang Stephan Mandt 86 26 0 13 Apr 2023
Fundamental Limits of Two-layer Autoencoders, and Achieving Them with Gradient Methods Aleksandr Shevchenko Kevin Kögler Hamed Hassani Marco Mondelli DRL MLT 58 2 0 27 Dec 2022
Lossy Image Compression with Quantized Hierarchical VAEs Zhihao Duan Ming Lu Zhan Ma Fengqing Zhu 83 45 0 27 Aug 2022
Neural Estimation of the Rate-Distortion Function With Applications to Operational Source Coding Eric Lei Hamed Hassani Shirin Saeedi Bidokhti 56 20 0 04 Apr 2022
SC2 Benchmark: Supervised Compression for Split Computing Yoshitomo Matsubara Ruihan Yang Marco Levorato Stephan Mandt 134 20 0 16 Mar 2022
An Introduction to Neural Data Compression Yibo Yang Stephan Mandt Lucas Theis 131 125 0 14 Feb 2022

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