Literature DB >> 18059912

Task-specific information for imaging system analysis.

Mark A Neifeld1, Amit Ashok, Pawan K Baheti.   

Abstract

Imagery is often used to accomplish some computational task. In such cases there are some aspects of the imagery that are relevant to the task and other aspects that are not. In order to quantify the task-specific quality of such imagery, we introduce the concept of task-specific information (TSI). A formal framework for the computation of TSI is described and is applied to three common tasks: target detection, classification, and localization. We demonstrate the utility of TSI as a metric for evaluating the performance of three imaging systems: ideal geometric, diffraction-limited, and projective. The TSI results obtained from the simulation study quantify the degradation in the task-specific performance with optical blur. We also demonstrate that projective imagers can provide higher TSI than conventional imagers at small signal-to-noise ratios.

Year:  2007        PMID: 18059912     DOI: 10.1364/josaa.24.000b25

Source DB:  PubMed          Journal:  J Opt Soc Am A Opt Image Sci Vis        ISSN: 1084-7529            Impact factor:   2.129


  4 in total

1.  Shannon information and ROC analysis in imaging.

Authors:  Eric Clarkson; Johnathan B Cushing
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2015-07-01       Impact factor: 2.129

2.  Shannon information for joint estimation/detection tasks and complex imaging systems.

Authors:  Eric Clarkson; Johnathan B Cushing
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2016-03       Impact factor: 2.129

3.  Method for optimizing channelized quadratic observers for binary classification of large-dimensional image datasets.

Authors:  M K Kupinski; E Clarkson
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2015-04-01       Impact factor: 2.129

4.  Relation between Bayesian Fisher information and Shannon information for detecting a change in a parameter.

Authors:  Eric Clarkson
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2019-07-01       Impact factor: 2.129

  4 in total

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