5 Years of Medical Image Processing

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5 Years of Medical Image Processing

• Marcos Martin-Fernandez

Image Processing Laboratory Valladolid University
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Ultrasound Segmentation
Martin-Fernandez M, Rodriguez E, Tejada D,
Alberola-Lopez C, Ruiz-Alzola J. Energy functions
for the segmentation of ultrasound volume data
using active rays. In Proceedings of the IEEE
International Conference on Acoustics, Speech,
and Signal Processing (ICASSP'00). Istanbul,
Turkey, 20002274-2277.
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Ultrasound Segmentation
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Image Compression
Martin-Fernandez M, Alberola-Lopez C, Guerrero D,
Ruiz-Alzola J. A coding technique with
progressive reconstruction based on vq and
entropy coding applied to medical images. In E
Kramer, ed., Applications of Digital Image
Processing XXIII, Proceedings of the SPIE 4115.
San Diego, CA, USA SPIE Press, 2000171-181.
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Image Compression
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Collaborative Environment
Alberola-Lopez C, Cardenes R, Martin-Fernandez M,
Martin M, Rodriguez-Florido MA, Ruiz-Alzola J.
disnei A collaborative environment for medical
images analysis and visualization. In AA
Di-Gioia, S Delp, eds., Third International
Conference on Medical Image Computing and
Computer-Assisted Intervention (MICCAI'00),
Lecture Notes in Computer Science 1935.
Pittsburgh, PA, USA Springer Verlag,
2000814-823.
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Collaborative Environment
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Morphological Operations
Martin-Fernandez M, Martin M, Alberola-Lopez C,
Ruiz-Alzola R. A topology-based filling
algorithm. Computer and Graphics
200125(3)493-509.
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Morphological Operations
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Ultrasound Contour Estimation
Martin-Fernandez M, San-Jose R, Alberola-Lopez C.
Maximum likelihood contour estimation using
beta-statistics in ultrasound images. In
Proceedings of the IEEE-EURASIP Image and Signal
Processing and Analysis (ISPA'01). Pula, Croatia,
2001207-212.
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Ultrasound Contour Estimation
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MRF and US Contour Estimation
Martin-Fernandez M, Alberola-Lopez C. A bayesian
approach to in vivo kidney ultrasound contour
detection. In T Dohi, R Kikinis, eds., Fifth
International Conference on Medical Image
Computing and Computer-Assisted Intervention
(MICCAI'02), Lecture Notes in Computer Science
2489. Tokyo, Japan Springer Verlag,
2002397-404.
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MRF and US Contour Estimation
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Time Series Processing
Alberola-Lopez C, Martin-Fernandez M. A simple
test of equality of time series. Signal
Processing 200383(6)1343-1348.
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Registration of Hand Radiographs
Martin M, Martin-Fernandez M, Alberola-Lopez C.
Automatic bone age assessment A registration
approach. In M Sonka, JM Fitzpatrick, eds.,
Medical Imaging 2003 Image Processing. San
Diego, CA, USA SPIE Press, 20031765-1776.
Proceedings of the SPIE 5032.
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Registration of Hand Radiographs
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2D DTI GMRF Regularization
Martin-Fernandez M, San-Jose R, Westin CF,
Alberola-Lopez C. A novel gauss-markov random
field approach for regularization of diffusion
tensor maps. In R Moreno-Diaz, F Pichler, eds.,
Ninth International Conference on Computer Aided
Systems Theory (EUROCAST'03), Lecture Notes in
Computer Science 2809. Las Palmas de Gran
Canaria, Spain Springer Verlag, 2003506-517.
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2D DTI GMRF Regularization
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Hand Bone Detection
de Luis R, Martin-Fernandez M, Martin M,
Alberola-Lopez C. A fully automatic algorithm for
contour detection of bones in hand radiographs
using active contours. In Proceedings of the IEEE
International Conference on Image Processing
(ICIP'03), volume III. Barcelona, Spain,
2003421-424.
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Hand Bone Detection
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3D US Free-Hand Reconstruction
San-Jose R, Martin-Fernandez M,
Caballero-Martinez P, Alberola-Lopez C,
Ruiz-Alzola J. A theoretical framework to
three-dimensional ultrasound reconstruction from
irregularly-sample data. Ultrasound in Medicine
and Biology 200329(2)255-269.
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3D US Free-Hand Reconstruction
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Validation Methods for Segmentation
Alberola-Lopez C, Martin-Fernandez M, Ruiz-Alzola
J. Comments on A methodology for evaluation of
boundary detection algorithms on medical images.
IEEE Transactions on Medical Imaging
200423(5)658-660.
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3D Bayesian DTI Regularization
Martin-Fernandez M, Westin CF, Alberola-Lopez C.
3d bayesian regularization of diffusion tensor
MRI using multivariate gaussian markov random
fields. In Seventh International Conference on
Medical Image Computing and Computer-Assisted
Intervention (MICCAI'04), Lecture Notes in
Computer Science. Rennes - Saint Malo, France,
2004351-359.
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3D Bayesian DTI Regularization
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US MRF Kidney Contour Estimation
Martin-Fernandez M, Alberola-Lopez C. An approach
for contour detection of human kidneys from
ultrasound images using markov random fields and
active contours. Medical Image Analysis
20059(1)1-23.
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US MRF Kidney Contour Estimation
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US PDF Modeling and Clustering
Martin-Fernandez M, Alberola-Lopez C. On low
order moments for the homodyned k distribution.
Ultrasonics 200543283-290.
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Validation of Segmentation Algorighms
Bouix S, Martin-Fernandez M, Ungar L, Shenton M,
McCarley R. Automatic evaluation of brain mr
segmentation techniques by level of agreement. In
11th Annual Meeting of the Organization for the
Human Brain Mapping. Toronto, ON, Canada, 2005
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DTI Regularization
Westin CF, Martin-Fernandez M, Alberola-Lopez C,
Ruiz-Alzola J, Knutsson H. Tensor field
regularization using normalized convolution and
markov random fields in a bayesian framework. In
J Weickert, H Hagen, eds., Visualization and
Image Processing of Tensor Fields. Springer,
2005In Press.
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DTI Regularization
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DTI Wiener Regularization
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DTI Regularization
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DTI Regularization
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DTI Regularization