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همسان‌سازی هیستوگرام×آشکارسازی لکه×تحلیل کانتور×
حوزهبینایی ماشینبینایی ماشینبینایی ماشین
خانوادهMachine learningMachine learningMachine learning
سال پیدایش1970s19981985
پدیدآورSignal processing communityTony LindebergSatoshi Suzuki and Keiichi Abe
نوعContrast enhancement and preprocessingMulti-scale feature detectionShape and contour analysis
منبع بنیادینGonzalez, R. C., & Woods, R. E. (1992). Digital Image Processing. Addison-Wesley, 2nd edition, Chapter 3. link ↗Lindeberg, T. (1998). Feature detection with automatic scale selection. International Journal of Computer Vision, 30(2), 79–116. 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 ↗
نام‌های دیگرHistogram stretching, Contrast enhancementConnected component analysis, Region-based detectionEdge-based contours, Boundary analysis
مرتبط555
خلاصهHistogram 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.Blob detection is a technique for identifying regions of interest (blobs)—connected, homogeneous areas that differ from their surroundings—at multiple scales. Introduced by Lindeberg in the context of scale-space theory, blob detection automatically finds and characterizes circular or elliptical objects without requiring a priori knowledge of their size.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.
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ScholarGateمقایسهٔ روش‌ها: Histogram Equalization · Blob Detection · Contour Analysis. بازیابی‌شده در 2026-06-18 از https://scholargate.app/fa/compare