JOURNAL ARTICLE

<title>Multivariate regression as a method for FLIR target detection</title>

Dalton Rosario

Year: 2002 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 4726 Pages: 103-113   Publisher: SPIE

Abstract

I promote using an alternative philosophy for the design of infrared-target-detection algorithms. This philosophy focuses on finding first and eliminating natural clutter from a scene, followed by finding and preserving candidate targets in that scene. The reverse approach is the most common adopted one in the infrared ATR (automatic target recognition) community. This alternative is appealing because it should significantly reduce the amount of out-of-context information to be processed by a classifier. I show how to apply sensor domain knowledge, common sense, and multivariate regression to the problem of infrared target detection. A proof-of-principle experiment and its results are discussed.

Keywords:
Clutter Artificial intelligence Computer science Multivariate statistics Classifier (UML) Regression Context (archaeology) Automatic target recognition Pattern recognition (psychology) Machine learning Computer vision Radar Mathematics Statistics

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Topics

Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Infrared Target Detection Methodologies
Physical Sciences →  Engineering →  Aerospace Engineering

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