Title :
Medical Image Categorization Based on Wavelet Transform and Self-Organizing Map
Author :
da Silva, Leandro Augusto ; Moreno, Ramon Alfredo ; Furuie, Sergio Shiguemi ; Hernandez, Emilio Del Moral
Author_Institution :
Univ. of Sao Paulo, Sao Paulo
Abstract :
Nowadays, images are fundamental data source in modern medicine. The images stored in a database according with categories are an important step for data mining and content-based image retrieval (CBIR). These can support doctors and students in diagnostic decisions and provide research and didactic material. This work addresses the use of discrete wavelet transform and self-organizing map (SOM) to medical image categorization. Furthermore, extensive experiments to define map size, finetune using linear vector quantization and a contrastive study with another success approach of categorization are realized.
Keywords :
discrete wavelet transforms; medical image processing; self-organising feature maps; vector quantisation; content-based image retrieval; data mining; diagnostic decisions; discrete wavelet transform; linear vector quantization; medical image categorization; self-organizing map; Biomedical imaging; Content based retrieval; Data mining; Discrete wavelet transforms; Image databases; Image retrieval; Information retrieval; Medical diagnostic imaging; Vector quantization; Wavelet transforms;
Conference_Titel :
Intelligent Systems Design and Applications, 2007. ISDA 2007. Seventh International Conference on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-0-7695-2976-9
DOI :
10.1109/ISDA.2007.100