Enhanced Checkerboard Detection Using Gaussian Processes | VitaVision
PaperMathematics (MDPI) · 2023

Enhanced Checkerboard Detection Using Gaussian Processes

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In the Atlas

AlgorithmPrimary source of
GP Checkerboard Enhancement (PyCBD)

Post-process a partially detected checkerboard by training two Gaussian processes (one per pixel coordinate) on the allocated (boardXY, boardUV) pairs to allocate unassigned detections to grid positions, predict UV for occluded or out-of-frame corners, and apply a global-consistency refinement to every allocated corner.

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’06’07’08’09’10’11’12’13’14’15’16’17’18’19’20’21’22’23Gaussian Processes for Machine Learning (2006)Automatic detection of checkerboards on blurred and distorted images (2008)Automatic camera and range sensor calibration using a single shot (2012)ROCHADE: Robust Checkerboard Advanced Detection for Camera Calibration (2014)OCPAD — Occluded Checkerboard Pattern Detector (2016)Accurate Detection and Localization of Checkerboard Corners for Calibration (2018)