Linganisha mbinu

	Hough Transform	Ulinganifu wa Kiolezo
Nyanja	Maono ya Kompyuta	Maono ya Kompyuta
Familia	Machine learning	Machine learning
Mwaka wa asili	1962	1980s
Mwanzilishi	Paul Hough	Computer vision community
Aina	Feature extraction and pattern recognition	Pattern matching and detection
Chanzo asilia	Hough, P. V. C. (1962). Method and means for recognizing complex patterns. U.S. Patent 3,069,654.	Lewis, J. P. (2004). Fast normalized cross-correlation. Vision Interface, 120–123.
Majina mbadala	Hough Line Detection, Generalized Hough Transform	Correlation-based matching, Similarity matching
Zinazohusiana	5	5
Muhtasari	The Hough Transform is a technique for detecting lines, circles, and other geometric shapes in digital images. Originally patented by Paul Hough in 1962 and popularized in computer vision by Duda and Hart in 1972, the Hough Transform converts edge points in image space to curves in a parameter space (accumulator space), where collinear or co-circular points cluster and become easily identifiable.	Template matching is a straightforward technique for locating a known pattern (template) within a larger image. By sliding a template image across the target image and computing a similarity measure at each position, template matching identifies locations where the template appears. It is effective for simple object detection when templates are well-defined and appearance variation is limited.