Title :
Grouping of directional features using an extended Hough transform
Author :
Carreira, M.J. ; Mirmehdi, M. ; Thomas, B.T. ; Haddon, J.F.
Author_Institution :
Dept. of Electron. & Comput. Sci., Santiago de Compostela Univ., Spain
Abstract :
Directional features extracted from Gabor responses are used as primitives for perceptual grouping. In previous work, we extracted Gabor features in 8 directions and then applied two self-organising maps, thus classifying each pixel in the image within a neuron-map, each corner of which represents one of four main directions. In this work we group pixels with similar directional features to detect salient structures within an image. Results obtained from application to forward-looking infrared (FLIR) images are very promising
Keywords :
Hough transforms; feature extraction; infrared imaging; pattern classification; self-organising feature maps; FLIR images; Hough transform; directional feature grouping; feature extraction; forward-looking infrared images; perceptual grouping; self-organising maps; Application software; Computer science; Computer vision; Concurrent computing; Feature extraction; Humans; Machine vision; Neurons; Parallel processing; Pixel;
Conference_Titel :
Pattern Recognition, 2000. Proceedings. 15th International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7695-0750-6
DOI :
10.1109/ICPR.2000.903711