Content-Based
Image Retrieval with Whole Shape
Matching |
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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. |
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Project Sponsors:
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National Library of Medicine (2002)
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Collaborators:
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Dr.
Sameer Antani, National Library of
Medicine
Mr.
L. Rodney Long, National Library of
Medicine
Dr.
George Thoma, National Library of
Medicine |
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Graduate Students: |
Xiaoqian Xu
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Publications:
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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.
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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.
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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.
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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.
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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.
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(Click image to view.)
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