Accession Number : ADA327541
Title : Data Analysis of X-Ray Image System (DAXIS), Phase 1.
Descriptive Note : Final rept. 4 Nov 96-3 May 97,
Corporate Author : ANALYSIS AND SIMULATION INC BUFFALO NY
Personal Author(s) : Leone, James A. ; Li, Jingquan ; Patti, Paul ; Wang, Xinran ; Arzumand, Piara
PDF Url : ADA327541
Report Date : 15 MAY 1997
Pagination or Media Count : 226
Abstract : The AnSim project DAXIS - Data Analysis of X-Ray Image System, developed a prototype digital imaging processing sequence for object identification and classification using the filtering/predictive capabilities of wavelets, fractals and artificial neural networks (ANN). Each of these analytical techniques has its own characteristics which, when used in combination, were anticipated to synergistically assist in meeting the overall objective. A number of wavelet families were investigated as image filters for object location and identification. When combined with conventional imaging processing techniques and a fractal dimension calculation, a number of quantitative object characteristics were determined. These characteristics were placed in a feature vector and submitted to neural network analysis for purposes of object classification. The prototype was developed and a set of x-rays were used to train a neural network which was then tested in classifying anomalies found in another government-furnished set of x-rays.
Descriptors : *IMAGE PROCESSING, *NEURAL NETS, DATA BASES, FRACTALS, INPUT OUTPUT PROCESSING, PATTERN RECOGNITION, KNOWLEDGE BASED SYSTEMS, PIXELS, TARGET CLASSIFICATION, X RAY PHOTOGRAPHY, MAMMOGRAPHY, WAVELET TRANSFORMS.
Subject Categories : Cybernetics
Distribution Statement : APPROVED FOR PUBLIC RELEASE