JOURNAL ARTICLE

<title>Maximum-likelihood blur identification</title>

Reginald L. LagendijkJ. Biemond

Year: 1990 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 1360 Pages: 1360-1371   Publisher: SPIE

Abstract

In this paper we discuss the use of maximum likelihood estimation procedures for the identification of unknowns blur from a blurred image. The main focus will be on the problem of estimating the coefficients of relatively large point-spread functions, and the estimation of the support size of point-spread functions in general. Two improved blur identification techniques are proposed which are both based on the expectation- maximization algorithm. In the first method we describe the point-spread function by a parametric model, while in the second method resolution pyramids are employed to identify the point-spread function in a hierarchical manner.

Keywords:
Point spread function Computer science Focus (optics) Identification (biology) Point (geometry) Parametric statistics Artificial intelligence Expectation–maximization algorithm Function (biology) Maximum likelihood Maximization Algorithm Estimation theory Pattern recognition (psychology) Image (mathematics) Superresolution Parametric model Image restoration Computer vision Mathematics Image processing Mathematical optimization Statistics Optics Physics

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Topics

Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Processing Techniques and Applications
Physical Sciences →  Engineering →  Media Technology
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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