JOURNAL ARTICLE

<title>Color image segmentation</title>

Kimberley A. McCraeDennis W. RuckSteven K. RogersMark E. Oxley

Year: 1994 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2243 Pages: 306-315   Publisher: SPIE

Abstract

The most difficult stage of automated target recognition is segmentation. Current segmentation problems include faces and tactical targets; previous efforts to segment these objects have used intensity and motion cues. This paper develops a color preprocessing scheme to be used with the other segmentation techniques. A neural network is trained to identify the color of a desired object, eliminating all but that color from the scene. Gabor correlations and 2D wavelet transformations will be performed on stationary images; and 3D wavelet transforms on multispectral data will incorporate color and motion detection into the machine visual system. The paper will demonstrate that color and motion cues can enhance a computer segmentation system. Results from segmenting faces both from the AFIT data base and from video taped television are presented; results from tactical targets such as tanks and airplanes are also given. Color preprocessing is shown to greatly improve the segmentation in most cases.

Keywords:
Artificial intelligence Computer vision Computer science Segmentation Preprocessor Image segmentation Scale-space segmentation Pattern recognition (psychology)

Metrics

5
Cited By
1.11
FWCI (Field Weighted Citation Impact)
0
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Infrared Target Detection Methodologies
Physical Sciences →  Engineering →  Aerospace Engineering

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