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Issue No.10 - October (2002 vol.24)
pp: 1388-1393
ABSTRACT
<p><b>Abstract</b>—In this paper, a Growing TASOM (Time Adaptive Self-Organizing Map) network called "GTASOM" along with a peak finding process is proposed for automatic multilevel thresholding. The proposed GTASOM is tested for image segmentation. Experimental results demonstrate that the GTASOM is a reliable and accurate tool for image segmentation and its results outperform other thresholding methods.</p>
INDEX TERMS
Self-organizing map, image segmentation, automatic multilevel thresholding, histogram, time-adaptive, TASOM.
CITATION
Hamed Shah-Hosseini, Reza Safabakhsh, "Automatic Multilevel Thresholding for Image Segmentation by the Growing Time Adaptive Self-Organizing Map", IEEE Transactions on Pattern Analysis & Machine Intelligence, vol.24, no. 10, pp. 1388-1393, October 2002, doi:10.1109/TPAMI.2002.1039209
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