2002 · 26 citations · 11 references
EngineeringImage AnalysisPattern RecognitionSegmentation AlgorithmBiostatisticsChromosome ClassificationGrayscale ImageMedical ImagingFluorescent In Situ HybridizationMedical Image ComputingComputer VisionBiologyMicroscope Image ProcessingEntropyBioimage AnalysisComputational BiologyMedical Image AnalysisImage SegmentationMinimum Entropy SegmentationCell Detection
In the early 1990s, the state-of-the-art in commercial chromosome image acquisition was grayscale. Automated chromosome classification was based on the grayscale image and boundary information obtained during segmentation. Multi-spectral image acquisition was developed in 1990 and commercialized in the mid-1990s. One acquisition method, multiplex fluorescence in-situ hybridization (M-FISH), uses five color dyes. We propose a segmentation algorithm for M-FISH images that minimizes the entropy of classified pixels within possible chromosomes. This method is shown to correctly decompose even difficult clusters of touching and overlapping chromosomes. Finally, an example image is given to illustrate the algorithm.
11
A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 78.4K citations
A RAPID BANDING TECHNIQUE FOR HUMAN CHROMOSOMES
M. Seabright · The Lancet · 1971 · 5K citations
Thomas Ried, Antonio Baldini, T. Rand et al. · Proceedings of the National Academy of Sciences · 1992 · 383 citations · Full text