Title :
Anisotropic diffusion pyramids for image segmentation
Author :
Acton, Scott T. ; Bovik, Alan C. ; Crawford, Melba M.
Author_Institution :
Sch. of Electr. & Comput. Eng., Oklahoma State Univ., Stillwater, OK, USA
Abstract :
We introduce the Anisotropic Diffusion Pyramid (ADP), a structure for multiresolution image processing. We also develop the ADP for use in region-based segmentation. The pyramid is constructed using the anisotropic diffusion equations, creating an efficient scale-space representation. Segmentation is accomplished using pyramid node linking. Since anisotropic diffusion preserves edge localization as the scale is increased, the region boundaries in the coarse-to-fine ADP segmentation are accurately delineated. An application to segmentation of remotely sensed data is provided. The results of ADP segmentation are compared to Gaussian-based pyramidal segmentation. The examples show that the ADP has a superior ability to subdivide the image into integral groupings, minimizing the error in boundary localization and in pixel intensity
Keywords :
geophysical signal processing; geophysical techniques; image representation; image resolution; image segmentation; optical information processing; remote sensing; Gaussian-based pyramidal segmentation; anisotropic diffusion equations; anisotropic diffusion pyramids; boundary localization; coarse-to-fine ADP segmentation; edge localization; error minimisation; image region analysis; image segmentation; image subdivision; integral groupings; land surface; multiresolution image processing; optical imaging vegetation mapping forest; pixel intensity; pyramid node linking; region boundaries; region-based segmentation; remote sensing; remotely sensed data; scale-space representation; terrain mapping; Anisotropic magnetoresistance; Computer vision; Equations; Hemorrhaging; Image resolution; Image segmentation; Machine vision; Pixel; Radiometry; Smoothing methods;
Conference_Titel :
Image Processing, 1994. Proceedings. ICIP-94., IEEE International Conference
Conference_Location :
Austin, TX
Print_ISBN :
0-8186-6952-7
DOI :
10.1109/ICIP.1994.413760