Title :
Radiographs as medical documents: automating standard measurements
Author :
Dori, Dov ; Harris, Adam I. ; Gambach, Gustavo ; Haralick, Robert M.
Author_Institution :
Fac. of Ind. Eng. & Manage., Technion, Haifa, Israel
Abstract :
A program has been initiated to automate certain radiographic measurements. The edge detection step is discussed. An edge detection model is presented for standard radiographs, which will be the basis for the measurements step. In particular, the edges of interest are modeled as a linear combination of basis functions. The problem of edge detection is then presented as a supervised pattern recognition problem in which the parameters of the basis functions are learned during the training phase, and the recognition phase uses these learned parameters to locate pixels that belong to edges. Since edges may appear in any direction, the mathematical tools to determine the gradient direction of the edge are developed
Keywords :
biomedical imaging; biomedical measurement; diagnostic radiography; edge detection; basis functions; edge detection model; edge detection step; gradient direction; learned parameters; linear combination; mathematical tools; measurement automation; measurements step; medical documents; pixels; radiographic measurements; standard radiographs; supervised pattern recognition problem; training phase; Diagnostic radiography; Image edge detection; Industrial engineering; Measurement standards; Medical diagnostic imaging; Medical treatment; Orthopedic surgery; Pattern recognition; Radio spectrum management; Technology management;
Conference_Titel :
Document Analysis and Recognition, 1993., Proceedings of the Second International Conference on
Conference_Location :
Tsukuba Science City
Print_ISBN :
0-8186-4960-7
DOI :
10.1109/ICDAR.1993.395675