1. Wavelet-Based Compression of M-FISH Images.
- Author
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Jianping Hua, Zixiang Xiong, Qiang Wu, and Castleman, Kenneth R.
- Subjects
FLUORESCENCE in situ hybridization ,CELL nuclei ,FLUORESCENCE microscopy ,IN situ hybridization ,GENETICS ,MEDICAL research - Abstract
Multiplex fluorescence in situ hybridization (M-FISH) is a recently developed technology that enables. multi-color chromosome karyotyping for molecular cytogenetic analysis. Each M-FISH image set consists of a number of aligned images of the same chromosome specimen captured at different optical wavelength. This paper presents embedded M-FISH image coding (EMIC), where the foreground objects/chromosomes and the background objects/images are coded separately. We first apply critically sampled integer wavelet transforms to both the foreground and the background. We then use object-based bit-plane coding to compress each object and generate separate embedded bit streams that allow continuous lossy-to-lossless compression of the foreground and the background. For efficient arithmetic coding of bit planes, we propose a method of designing an optimal context model that specifically exploits the statistical characteristics of M-FISH images in the wavelet domain. Our experiments show that EMIC achieves nearly twice as much compression as Lempel-Ziv-Welch coding. EMIC also performs much better than JPEG-LS and JPEG-2000 for lossless coding. The lossy performance of EMIC is significantly better than that of coding each M-FISH image with JPEG-2000. [ABSTRACT FROM AUTHOR]
- Published
- 2005
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