Lossless compression of dynamic PET data

被引:3
作者
Asma, E [1 ]
Shattuck, DW [1 ]
Leahy, RM [1 ]
机构
[1] Univ So Calif, Inst Signal & Image Proc, Los Angeles, CA 90089 USA
关键词
entropy; list-mode data; lossless compression;
D O I
10.1109/TNS.2002.807920
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We describe two approaches to lossless compression of dynamic PET data. In the first, a sequence of sinogram frames are compressed using differential, encoding. followed by lossless entropy-based compression. The second approach applies lossless compression to data stored in a sinogram/timogram format in which the arrival times of each photon,pair are stored in spatial order, indexed by the sinogram. Compression of the timogram is performed using entropic coding of the differential arrival times in each sinogram bin. We describe these compression methods and present results from simulated and real data comparing multiframe and sinogram/timogram formats. Both formats produce substantial reductions in data size compared to the raw data, with higher compression factors achieved using the sinogram/timogram format when high temporal resolution is required.
引用
收藏
页码:9 / 16
页数:8
相关论文
共 50 条
[21]   Lossless data compression algorithms based on substitution tables [J].
Kieffer, JC ;
Yang, EH .
UNIVERSITY AND INDUSTRY - PARTNERS IN SUCCESS, CONFERENCE PROCEEDINGS VOLS 1-2, 1998, :629-632
[22]   Fundamental Limits of Lossless Data Compression With Side Information [J].
Gavalakis, Lampros ;
Kontoyiannis, Ioannis .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2021, 67 (05) :2680-2692
[23]   Efficient Lossless Compression of Multitemporal Hyperspectral Image Data [J].
Shen, Hongda ;
Jiang, Zhuocheng ;
Pan, W. David .
JOURNAL OF IMAGING, 2018, 4 (12)
[24]   Effective Lossless Compression of Fixed-length Data [J].
Li, Qin ;
Liu, Caiming ;
Yang, Jin .
2015 12TH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (FSKD), 2015, :1913-1918
[25]   Optimized Onboard Lossless and Near-Lossless Compression of Hyperspectral Data Using CALIC [J].
Magli, Enrico ;
Olmo, Gabriella ;
Quacchio, Emanuele .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2004, 1 (01) :21-25
[26]   Investigating the Lossless Compression of Sea-bottom Data [J].
Maleika, Wojciech .
SCIENTIFIC JOURNALS OF THE MARITIME UNIVERSITY OF SZCZECIN-ZESZYTY NAUKOWE AKADEMII MORSKIEJ W SZCZECINIE, 2005, 6 (78) :273-282
[27]   Efficient 4D motion compensated lossless compression of dynamic volumetric medical image data [J].
Sanchez, V. ;
Nasiopoulos, P. ;
Abugharbieh, R. .
2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12, 2008, :549-552
[28]   Using Lossless Data Compression in Data Storage Systems: Not for Saving Space [J].
Xie, Ningde ;
Dong, Guiqiang ;
Zhang, Tong .
IEEE TRANSACTIONS ON COMPUTERS, 2011, 60 (03) :335-345
[29]   Extending IAMCTD using data fusion and lossless data compression for UWSN [J].
Galhotra, Kritika ;
Kaur, Kamaljit .
2015 1ST INTERNATIONAL CONFERENCE ON FUTURISTIC TRENDS ON COMPUTATIONAL ANALYSIS AND KNOWLEDGE MANAGEMENT (ABLAZE), 2015, :526-531
[30]   Implementation of LZW Data Lossless Compression Algorithm Based on VB [J].
Yuan Qinghui ;
Nie Xiujun ;
Yuan Qingfei .
PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING (ICCSE 2016), 2016, 68 :37-44