Information-Theoretic

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Information-Theoretic ImagingJ. A. O’Sullivan. CMU Seminar, 03/13/2002Measuring InformationInformation for what?• Detection• Estimation• Classification• Image formationInformation relative to what?• Noise only• Clutter plus noise• Natural Scenery6
Information-Theoretic ImagingJ. A. O’Sullivan. CMU Seminar, 03/13/2002Information Theory and Imaging• Center for Imaging Science established 1995• Brown MURI on Performance Metrics established 1997• Invited Paper 1998J. A. O’Sullivan, OR. E. Blahut, , and D. L. Snyder,“Information-Theoretic Image Formation,” IEEETransactions on Information Theory, , Oct. 1998.• IEEE 1998 Information Theory Workshop on Detection,Estimation, Classification, and Imaging• IEEE Transactions on Information Theory SpecialIssue on Information-Theoretic Imaging, Aug. 2000• Complexity Regularization, Large Deviations, …7
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Information-Theoretic

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