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分水嶺セグメンテーション×輪郭解析×ヒストグラム均等化×
分野コンピュータビジョンコンピュータビジョンコンピュータビジョン
系統Machine learningMachine learningMachine learning
提唱年197919851970s
提唱者Serge Beucher and Christian LantuéjoulSatoshi Suzuki and Keiichi AbeSignal processing community
種類Morphological image segmentationShape and contour analysisContrast enhancement and preprocessing
原典Meyer, F. (1994). Topographic distance and watershed lines. Signal Processing, 38(1), 113–125. DOI ↗Suzuki, S., & Abe, K. (1985). Topological structural analysis of digitized binary images by border following. Computer Vision, Graphics, and Image Processing, 30(1), 32–46. DOI ↗Gonzalez, R. C., & Woods, R. E. (1992). Digital Image Processing. Addison-Wesley, 2nd edition, Chapter 3. link ↗
別名Watershed transform, Water shedding segmentationEdge-based contours, Boundary analysisHistogram stretching, Contrast enhancement
関連555
概要Watershed segmentation is a morphological image processing technique that automatically segments an image into distinct regions by treating image intensity as a topographic landscape where each object corresponds to a valley. Introduced by Beucher and Lantuéjoul in 1979 and refined by Meyer, the watershed algorithm is particularly effective for separating touching or overlapping objects.Contour analysis is the process of detecting and analyzing the boundaries of objects in images by identifying connected edges and extracting shape information. The Suzuki-Abe algorithm provides an efficient method for finding contours in binary images, enabling shape-based object classification and segmentation.Histogram equalization is an image preprocessing technique that redistributes pixel intensities to improve contrast and visibility of details. By spreading the histogram of pixel values evenly across the available range, histogram equalization enhances images with poor contrast, making features more visually distinct and easier to process algorithmically.
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ScholarGate手法を比較: Watershed Segmentation · Contour Analysis · Histogram Equalization. 2026-06-18に以下より取得 https://scholargate.app/ja/compare