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Context-Aware Image Compression.

作者信息

Chan Jacky C K, Mahjoubfar Ata, Chen Claire L, Jalali Bahram

机构信息

Department of Electrical Engineering, University of California Los Angeles, Los Angeles, California, United States of America.

California NanoSystems Institute, Los Angeles, California, United States of America.

出版信息

PLoS One. 2016 Jul 1;11(7):e0158201. doi: 10.1371/journal.pone.0158201. eCollection 2016.

DOI:10.1371/journal.pone.0158201
PMID:27367904
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4930214/
Abstract

We describe a physics-based data compression method inspired by the photonic time stretch wherein information-rich portions of the data are dilated in a process that emulates the effect of group velocity dispersion on temporal signals. With this coding operation, the data can be downsampled at a lower rate than without it. In contrast to previous implementation of the warped stretch compression, here the decoding can be performed without the need of phase recovery. We present rate-distortion analysis and show improvement in PSNR compared to compression via uniform downsampling.

摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/417b4cfd8253/pone.0158201.g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/96de13cebbf4/pone.0158201.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/d724463e5d44/pone.0158201.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/cbdb5836e3b6/pone.0158201.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/51d73ddd9df1/pone.0158201.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/92f89d4a5ff6/pone.0158201.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/c6c884f1c776/pone.0158201.g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/417b4cfd8253/pone.0158201.g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/96de13cebbf4/pone.0158201.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/d724463e5d44/pone.0158201.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/cbdb5836e3b6/pone.0158201.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/51d73ddd9df1/pone.0158201.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/92f89d4a5ff6/pone.0158201.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/c6c884f1c776/pone.0158201.g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fee6/4930214/417b4cfd8253/pone.0158201.g007.jpg

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Correction: Context-Aware Image Compression.更正:上下文感知图像压缩。

本文引用的文献

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Deep Learning in Label-free Cell Classification.无标记细胞分类中的深度学习
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Design of Warped Stretch Transform.翘曲拉伸变换的设计
Sci Rep. 2015 Nov 25;5:17148. doi: 10.1038/srep17148.
3
Overcoming the limitation of phase retrieval using Gerchberg-Saxton-like algorithm in optical fiber time-stretch systems.克服光纤时间拉伸系统中使用类格尔希贝格 - 萨克斯顿算法进行相位恢复的局限性。
PLoS One. 2016 Dec 12;11(12):e0168630. doi: 10.1371/journal.pone.0168630. eCollection 2016.
Opt Lett. 2015 Aug 1;40(15):3595-8. doi: 10.1364/OL.40.003595.
4
Observing microscopic structures of a relativistic object using a time-stretch strategy.使用时间拉伸策略观察相对论物体的微观结构。
Sci Rep. 2015 May 28;5:10330. doi: 10.1038/srep10330.
5
Optical data compression in time stretch imaging.时间拉伸成像中的光学数据压缩
PLoS One. 2015 Apr 23;10(4):e0125106. doi: 10.1371/journal.pone.0125106. eCollection 2015.
6
Edge detection in digital images using dispersive phase stretch transform.基于色散相位拉伸变换的数字图像边缘检测
Int J Biomed Imaging. 2015;2015:687819. doi: 10.1155/2015/687819. Epub 2015 Mar 23.
7
Phase retrieval algorithms: a comparison.相位恢复算法:比较
Appl Opt. 1982 Aug 1;21(15):2758-69. doi: 10.1364/AO.21.002758.
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Nature. 2009 Apr 30;458(7242):1145-9. doi: 10.1038/nature07980.
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A Robust Visual Tracking System for Patient Motion Detection in SPECT: Hardware Solutions.一种用于单光子发射计算机断层扫描中患者运动检测的稳健视觉跟踪系统:硬件解决方案。
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