DocumentCode
3444635
Title
Detection and controlled manipulation of coherent structures in medical images
Author
Machiraju, Raghu ; Vickery, Rhonda
Author_Institution
Dept. of Comput. Sci., NSF Eng. Res. Center for Comput. Field Simulation, MS, USA
fYear
1997
fDate
4-6 Apr 1997
Firstpage
235
Lastpage
238
Abstract
Much information in an image is concentrated in a few regions. These are dominated by structures characterized by discontinuities in color intensity. We present a wavelet based image analysis algorithm that identifies features that persist across the scales of the wavelet decomposition. This is achieved through the notion of sub-band combining which we introduce here. We first decompose the image into scales using the wavelet transform. Then, for each pixel, the combining process computes a function that collects all the information available at the sub-band (detail) scales. The result is a mask image indicating the significance of every point. Additional processing and image enhancement can now concentrate their efforts in regions where the masks show high values. Medical images, which are band-limited and contain no illumination artifacts, are especially suited to take advantage of sub-band combining. We show how our method can be employed to remove noise, enhance, and smooth features in images from MRI and mammography. Also, we allude to the use of this method to the creation of scale maps for level-of-detail computations
Keywords
biomedical NMR; diagnostic radiography; feature extraction; image colour analysis; image enhancement; image reconstruction; medical image processing; signal detection; wavelet transforms; MRI; band-limited images; coherent structures; color intensity discontinuities; combining process; controlled manipulation; feature enhancement; feature smoothing; illumination artifacts; image enhancement; mammography; mask image; medical images; noise removal; pixel; scale maps; sub-band combining; sub-band scales; wavelet based image analysis algorithm; wavelet decomposition; wavelet transform; Biomedical engineering; Biomedical imaging; Computational modeling; Computer science; Computer simulation; Image color analysis; Image edge detection; Shape; Wavelet analysis; Wavelet transforms;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Engineering Conference, 1997., Proceedings of the 1997 Sixteenth Southern
Conference_Location
Biloxi, MS
ISSN
1086-4105
Print_ISBN
0-7803-3869-3
Type
conf
DOI
10.1109/SBEC.1997.583266
Filename
583266
Link To Document