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机载遥感系统超光谱图像分层近无损压缩 被引量:1

Layered Near-lossless Compression Scheme of Hyper-spectral Image in Airborne Remote Sensing System
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摘要 针对机载遥感系统超光谱图像实时压缩与传输的需求,分析了超光谱图像位平面的相关特性并设计了超光谱图像分层近无损压缩方案。高位采用防误码的DPCM去相关,依据图像复杂度实时调节压缩比以适应传输带宽;低位按一致性准则进行四叉树划分并取均值,均匀量化残差图像后进行编码,得到混合码流。算法简单有效,实际压缩比和预设压缩比差别不超过5%。压缩比接近10时,复原图像PSNR值大于33,高位位平面平均相似度不低于0.98。 For real-time compression and transmission of hyper-spectral image in airborne remote sensing system, a new layered near-lossless compression scheme was proposed according to the analysis of correlations among bit-planes. An error-prevention I)PCM was used in spectral decorrelation of higher bit-plane, and then compression ratio control strategy was applied based on the complexity of residual image. Lower bit-plane was uniformly quantified after quadtree split- ting and removing mean. The algorithm is easy to realize and can effectively control the compression ratio. The diffe- rence between the practical compression ratio and the setting compression ratio is less than 5%. The PSNR is bigger than 33 and the XSD of higher-bit reconstructed image is bigger than 0. 98 when the compression ratio is about 10.
作者 张威 田峰
出处 《计算机科学》 CSCD 北大核心 2012年第7期293-296,312,共5页 Computer Science
基金 国家高技术研究发展计划(863计划)(2008AA121803) 吉林市科技支撑计划(201162501)资助
关键词 图像压缩 图像分层编码 超光谱图像 压缩比调节 四叉树划分 Image compression, Layered image coding, Hyper-spectral image, Compression ratio control, Quadtree splitting
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  • 1张明锋,胡佳,张立明.基于时空自适应预测的无损视频压缩[J].计算机工程与科学,2004,26(10):49-52. 被引量:4
  • 2杜培军,方涛,唐宏,陈雍业.高光谱遥感信息中的特征提取与应用研究(英文)[J].光子学报,2005,34(2):293-298. 被引量:38
  • 3吕东亚,黄普明,孙献璞.高光谱图像的数据特征及压缩技术[J].空间电子技术,2005,2(1):15-22. 被引量:7
  • 4吕群波,相里斌,薛彬,周锦松.高光谱图像中纯光谱提取方法[J].光子学报,2005,34(9):1336-1339. 被引量:11
  • 5Golomb S W.Run length encoding[J].IEEE Transactions on Information Theory,1966,12:399-401.
  • 6Rafael C Oonzalez,Richard E Woods.Digital Image Proeession[M].Second Edition.BEIJING:Publishing House of Electronics Industry,2002:326-400.
  • 7Marcelo Weinberger,Gadiel Seroussi,Guillermo Sapiro.The LOCO-I lossless image compression algorithm:principles and standardization into JPEG-LS[J].IEEE Trans Image Proc,2000,9(8):1310-1322.
  • 8Wu X. Lossless Compression of Continuous-tone Images via Con - text Selection Quantization and Modeling[J]. IEEE Trans. on Image Processing, 1997,6(5):656-664.
  • 9Wu X. Context-based, Adaptive, Lossless Image Coding[J].IEEE Trans. Communications, 1997,45 (4).
  • 10Wang J F, Zhang K, Tang. Spectral and spatial dceorrelation of Land TM data for lossless compression[J]. IEEE Transactions on Geoscience and Remote Sensing, 1995,33(5) : 1277-1285.

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  • 1MIELIKAINEN J.Lossless compression of hyperspectral images using lookup tables[J].IEEE Signal Processing Letters,2006,13(3):157-160.
  • 2CCSDS.Lossless multispectral & hyperspectral image compression 123.0-B-1[S].CCSDS:CCSDS,2012.
  • 3RYAN M J,ARNOLD J F.Lossy compression of hyperspectral data using vector quantization[J].Remote Sensing Environ.,1997,61(3):419-136.
  • 4WU X L,MEMON N.Context-based lossless interband compression-Extending CALIC[J].IEEE Transactions on Image Processing,2000,9(6):994-1001.
  • 5MAGLI E.Multiband lossless compression of hyperspectral images[J].IEEE Transactions on Geoscience and Remote Sensing,2009,47 (4):1168-1178.
  • 6AIAZZI B,ALBA P,ALPARONE L,et al.Lossless compression of multi/hyper-spectral imagery based on a 3-D fuzzy prediction[J].IEEE Transactions on Geoscience and Remote Sensing,1999,37(5):2287-2294.
  • 7AIAZZI B,ALPARONE L,BARONTI S,et al.Crisp and fuzzy adaptive spectral predictions for lossless and near-lossless compression of hyperspectral imagery[J].IEEE Geoscience and Remote Sensing Letters,2007,4(4):532-536.
  • 8MIELIKAINEN J,TOIVANEN P.Clustered DPCM for the lossless compression of hyperspectral images[J].IEEE Transactions on Geoscience and Remote Sensing,2003,41(12):2943-2946.
  • 9LIN C C,HWANG Y T.Lossless compression of hyperspectral images using adaptive prediction and backward search schemes[J].Journal of Information Science and Engineering,2011,27 (2):419-435.
  • 10CIZNICKI M,KUROWSKI K,PLAZA A.Graphics processing unit implementation of JPEG2000 for hyperspectral image compression[EB/OL].(2012-06)http://spiedigitallibrary.org/ on 12/11/2012 Terms of Use:http://spiedl.org/terms.

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