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Electrical and Computer Engineering Commons

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Electrical Engineering and Computer Science Faculty Publications

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2003

Feature extraction

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Full-Text Articles in Electrical and Computer Engineering

Imagery Chain Assessment For Feature Extraction, Rufus H. Cofer, Samuel Peter Kozaitis Aug 2003

Imagery Chain Assessment For Feature Extraction, Rufus H. Cofer, Samuel Peter Kozaitis

Electrical Engineering and Computer Science Faculty Publications

It is shown that the image chain has important effects upon the quality of feature extraction. Exact analytic ROC results are given for the case where arbitrary multivariate normal imagery is passed to a Bayesian feature detector designed for multivariate normal imagery with a diagonal covariance matrix. Plots are provided to allow direct visual inspection of many of the more readily apparent effects. Also shown is an analytic tradeoff that says doubling background contrast is equal to halving sensor to scene distance or sensor noise. It is also shown that the results provide a lower bound to the ROC of …