COMPRESSION OF HYPERSPECTRAL IMAGERY USING THE 3-D DCT AND HYBRID DPCM/DCT

被引:105
作者
ABOUSLEMAN, GP
MARCELLIN, MW
HUNT, BR
机构
[1] Department of Electrical and Computer Engineering, University of Arizona, Tucson
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 1995年 / 33卷 / 01期
基金
美国国家科学基金会;
关键词
D O I
10.1109/36.368225
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Two systems are presented for compression of hyperspectral imagery which utilize trellis coded quantization (TCQ), Specifically, the first system uses TCQ to encode transform coefficients resulting from the application of an 8 x 8 x 8 discrete cosine transform (DCT), The second systems uses DPCM to spectrally decorrelate the data, while a 2-D DCT coding scheme is used for spatial decorrelation, Side information and rate allocation strategies are discussed. Entropy-constrained codebooks are designed using a modified version of the generalized Lloyd algorithm. These entropy constrained systems achieve compression ratios of greater than 70:1 with average PSNR's of the coded hyperspectral sequences exceeding 40.0 dB.
引用
收藏
页码:26 / 34
页数:9
相关论文
共 45 条
  • [1] [Anonymous], 1989, FUNDAMENTALS DIGITAL
  • [2] BAKER RL, 1988, P SOC PHOTO-OPT INS, P255
  • [3] DESIGN CHALLENGES OF THE THEMATIC MAPPER
    BLANCHARD, LE
    WEINSTEIN, O
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1980, 18 (02): : 146 - 160
  • [4] INFORMATION-CONTENT ANALYSIS OF LANDSAT IMAGE DATA FOR COMPRESSION
    CHEN, TM
    STAELIN, DH
    ARPS, RB
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1987, 25 (04): : 499 - 501
  • [5] CHIANG AM, 1987, P SOC PHOTO-OPT INS, P2
  • [6] ENTROPY-CONSTRAINED VECTOR QUANTIZATION
    CHOU, PA
    LOOKABAUGH, T
    GRAY, RM
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (01): : 31 - 42
  • [7] ESTIMATION OF SIGNAL-TO-NOISE - A NEW PROCEDURE APPLIED TO AVIRIS DATA
    CURRAN, PJ
    DUNGAN, JL
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1989, 27 (05): : 620 - 628
  • [8] EPSTEIN BR, 1992, APR P DAT COMPR C, P200
  • [9] OPTIMUM QUANTIZER PERFORMANCE FOR A CLASS OF NON-GAUSSIAN MEMORYLESS SOURCES
    FARVARDIN, N
    MODESTINO, JW
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1984, 30 (03) : 485 - 497
  • [10] ENTROPY-CONSTRAINED TRELLIS-CODED QUANTIZATION
    FISCHER, TR
    MIN, W
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (02) : 415 - 426