Automatic Multilevel Thresholding for Image Segmentation by the Growing Time Adaptive Self-Organizing Map
Issue No. 10 - October (2002 vol. 24)
<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>
Self-organizing map, image segmentation, automatic multilevel thresholding, histogram, time-adaptive, TASOM.
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. , pp. 1388-1393, October 2002, doi:10.1109/TPAMI.2002.1039209