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Computer vision theory: The lack thereof

Computer Vision Graphics and Image ProcessingPublished 1 November 1986
Robert M. Haralick
Citations54

TL;DR

A theoretical approach and problem statement to 3D object matching through a sensor projection, a Bayesian approach to the robust estimation of camera parameters, and to the hypothesis verification problem are outlined.

Abstract

Abstract The first part of the paper presents a brief description of how science and the scientific method might apply to computer vision and then contrasts this perspectives with three strong papers in the pose detection area of computer vision. The contrast illuminates the shortcomings and the lack of a completed computer vision theory in these papers. The second part of the paper outlines a theoretical approach and problem statement to 3D object matching through a sensor projection, a Bayesian approach to the robust estimation of camera parameters, and to the hypothesis verification problem.

Keywords

Computer ScienceEngineering