Content-Based
Image Retrieval with Whole Shape Matching |
|
Shape-based retrieval of
vertebral X-ray images is a challenging task
because of high similarity among the vertebral
shapes. Most techniques, such as global shape
properties or scale space filtering, lose or fail
to detect local details. As the result of this
shortfall, the number of retrieved
images is so high that the retrieval result is
sometimes meaningless. To retrieve a small number
of best matched images, shape representation and
similarity measurement techniques must distinguish
shapes with minor variations. The main challenge
of shape-based retrieval is to define a shape
representation method that is invariant with
respect to rotation, translation, scaling, and the
curve starting point shift. In this research, a
polygon curve evolution technique was developed
for smoothing polygon curves and reducing the
number of data points while preserving the
significant pathology of the shape.
|
Project Sponsors:
|
National Library of Medicine (2002)
|
Collaborators:
|
Dr. Sameer Antani, National Library of
Medicine
Mr. L. Rodney Long, National Library of
Medicine
Dr. George Thoma, National Library of
Medicine
|
Graduate Students:
|
Xiaoqian Xu
|
Publications:
-
S.K.
Antani, D.J. Lee, L.R. Long, and G.R. Thoma,
?Evaluation of Shape Similarity Measurement
Methods for Spine X-Ray Images ?,
Special issue on "Multimedia Database
Management Systems" of the Journal of Visual
Communication and Image Representation, vol.
15/3, p. 285-302, September 2004.
-
S.K.
Antani, L.R. Long, G.R. Thoma, and D.J. Lee,
? Anatomical Shape Representation in Spine
X-ray Image ?, Proceedings of IASTED
International Conference on Visualization,
Imaging and Image Processing, p. 510-515,
Benalmadena, Spain, September 8-10, 2003.
-
D.J.
Lee, S.K. Antani, and L.R. Long, ?
Similarity Measurement Using Polygon Curve
Representation and Fourier Descriptors for
Shape-based Vertebral Image Retrieval ?
SPIE Medical Imaging, Image Processing, vol.
5032, p. 1283-1291, San Diego, CA,
USA, February 16-20, 2003.
-
L.R.
Long, S.K. Antani, D.J. Lee, D. Krainak,
and G.R. Thoma, ?Biomedical Information
from a National Collection of Spine
X-rays: Film to Content-based
Retrieval ?, SPIE Medical Imaging, PACS
and Integrated Medical Information Systems:
Design and Evaluation, vol. 5033, p. 70-84,
San Diego, CA, USA, February 16-20, 2003.
-
S.K.
Antani, L.R. Long, G.R. Thoma, and D.J. Lee, ?
Evaluation of Shape Indexing Methods for
Content-Based Retrieval of X-Ray Images ?,
SPIE Electronic Imaging, Storage and Retrieval
for Media Databases, vol. 5021, p.
405-416, Santa Clara, CA, USA, January
19-23, 2003.
|
(Click
image to view.)
|
|
|