DocumentCode :
1925978
Title :
Automated tracking and classification of infrared images
Author :
Shaik, Jahangheer S. ; Iftekharuddin, Khan M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Memphis Univ., USA
Volume :
2
fYear :
2003
fDate :
20-24 July 2003
Firstpage :
1201
Abstract :
The problem of automatic target recognition (ATR) and image classification has been active research fields in image processing and neural networks. In this paper, we explore novel ATR techniques such as object pre-processing, tracking and classification for sequence of infrared (IR) targets. We attempt to track the IR objects automatically without the prior knowledge of the object. We enhance our algorithm to track multiple objects in image frames based on the knowledge of the histogram of the targets. We also propose algorithms for for classification of IR targets. We perform image segmentation and extract intensity and edge features of the object. Finally, we exploit these different types of features such as statistical (based on intensity) and shape (based on edge information) of the object for classification using a self-organizing map (SOM) classifier.
Keywords :
edge detection; feature extraction; image classification; image segmentation; infrared imaging; mathematical morphology; self-organising feature maps; target tracking; automated tracking; automatic target recognition; image frames; image segmentation; infrared image classification; infrared target sequence; morphological operations; neural networks; object edge feature extraction; object intensity extraction; self-organizing map classifier; target histogram; track multiple objects; Classification algorithms; Data mining; Histograms; Image classification; Image processing; Image segmentation; Infrared imaging; Neural networks; Target recognition; Target tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
ISSN :
1098-7576
Print_ISBN :
0-7803-7898-9
Type :
conf
DOI :
10.1109/IJCNN.2003.1223863
Filename :
1223863
Link To Document :
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