Design and Implementation of a Lossless Compression System for Hyperspectral Images

被引:2
|
作者
Fang, Qizhi [1 ]
Liu, Yuxuan [1 ]
Zhang, Lili [1 ]
机构
[1] Shenyang Aerosp Univ, Coll Elect & Informat Engn, Shenyang 110136, Peoples R China
基金
中国国家自然科学基金;
关键词
field programmable gate array (FPGA); hyperspectral image; lossless compression; forward prediction; full pipeline construction; PREDICTION;
D O I
10.18280/ts.370506
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Despite its popularity, the hyperspectral image compression algorithm recommended by the Consultative Committee for Space Data Systems (CCSDS) faces a long delay of the feedback loop and complex computations in the modes of band sequential (BSQ) and band interleaved by line (BIL). After analyzing the features of the CCSDS algorithm, this paper proposes a forward prediction method based on the xc7k325tffg9000 field programmable gate array (FPGA) chip (Xilinx Inc.), and adjusts the calculation flow of the CCSDS algorithm, aiming to shorten the time delay in the feedback loop. In addition, full-pipeline construction was implemented on FPGA board to realize real-time processing of data, and dynamic configuration of image parameters. Through functional simulation and off-board test, it is learned that, for the speed-insensitive path, the optimized algorithm can realize the complex operations of the original algorithm with less hardware resources; for hyperspectral image data with an effective input bit width of 12bit, the proposed method can reach a maximum operating frequency of 103MHz, and the data throughput of 103M samples per second (1.237Gbps).
引用
收藏
页码:745 / 752
页数:8
相关论文
共 50 条
  • [1] Multiband and Lossless Compression of Hyperspectral Images
    Pizzolante, Raffaele
    Carpentieri, Bruno
    [J]. ALGORITHMS, 2016, 9 (01)
  • [2] Lossless compression methods for hyperspectral images
    Kubasova, O
    Toivanen, P
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, 2004, : 803 - 806
  • [3] Multiband Lossless Compression of Hyperspectral Images
    Magli, Enrico
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (04): : 1168 - 1178
  • [4] Near-lossless compression of hyperspectral images
    Miguel, Agnieszka
    Liu, Jenny
    Barney, Dane
    Ladner, Richard
    Riskin, Eve
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 1153 - +
  • [5] A Method of Reordering Lossless Compression of Hyperspectral Images
    Gao, Xiaoming
    Wang, Lei
    Li, Tao
    Xie, Junfeng
    [J]. GEOSPATIAL WEEK 2023, VOL. 10-1, 2023, : 821 - 826
  • [6] Linear prediction in lossless compression of hyperspectral images
    Mielikainen, J
    Toivanen, P
    Kaarna, A
    [J]. OPTICAL ENGINEERING, 2003, 42 (04) : 1013 - 1017
  • [7] Clustered DPCM for the lossless compression of hyperspectral images
    Mielikainen, J
    Toivanen, P
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (12): : 2943 - 2946
  • [8] Implementation of linear prediction models for lossless compression of hyperspectral images in novel parallel environments
    Mielikäinen, J
    Toivanen, P
    [J]. IMAGE ANALYSIS, PROCEEDINGS, 2003, 2749 : 975 - 982
  • [9] Lossless compression algorithm for hyperspectral images based on DSC
    [J]. 1600, Chinese Society of Astronautics (45):
  • [10] Airborne Demonstration of FPGA Implementation of Fast Lossless Hyperspectral Data Compression System
    Keymeulen, Didier
    Aranki, Nazeeh
    Bakhshi, Alireza
    Luong, Huy
    Sarture, Charles
    Dolman, David
    [J]. 2014 NASA/ESA CONFERENCE ON ADAPTIVE HARDWARE AND SYSTEMS (AHS), 2014, : 278 - 284