Publications:
Journal Publications:
·
Z.
Karimaghaloo, M. Shah, S. Francis, D. L. Arnold, D.
L. Collins, and T. Arbel, “Automatic
Detection of Gadolinium-enhancing Multiple Sclerosis Lesions in Brain MRI Using
Conditional Random Fields”, accepted to IEEE Transactions on Medical Imaging,
Jan. 2012.
·
K.
Murphy, …, D. De Nigris,
D. L. Collins, T. Arbel, et. al., “Evaluation
of Registration Methods on Thoracic CT: The EMPIRE10 Challenge”, IEEE Transactions on Medical Imaging, Vol.
30, Issue 11, pp. 1901-1920, Nov. 2011.
·
M. Shah, Y. Xiao, N. Subbanna,
S. Francis, D. L. Arnold, D. L. Collins, and T. Arbel, “Evaluating
Intensity Normalization on MRIs of Human Brain with Multiple Sclerosis”,
Medical
Image Analysis,
Volume 15, Issue 2, pp. 267-282, April 2011.
·
C.
Laporte and T. Arbel, “Learning to
estimate out-of-plane motion in ultrasound imagery of real tissue”, Medical Image Analysis, Volume 15, Issue 2, pp. 202-213,
April 2011.
·
M.
Toews, W. Wells III, D. L. Collins and T. Arbel, "Feature-Based
Morphometry: Discovering Group-related Anatomical
Patterns", NeuroImage,
Volume 49, Issue 3, pp. 2318-2327, Feb. 2010.
·
R.
Brooks and T. Arbel, "Generalizing
inverse compositional and ESM image alignment", International Journal of Computer Vision,
Volume 87, Issue 3, pp. 191-212, May 2010.
·
S.
Skaff, T. Arbel, and J. J.
Clark, "A
Sequential Bayesian Approach to Color Constancy using Non-Uniform Filters",
Computer Vision and Image
Understanding, Volume 113, Issue 9, pp. 993-1004, Sept. 2009.
·
M.
Toews and T. Arbel, "Detection,
Localization and Sex Classification of Faces from Arbitrary Viewpoints and
Under Occlusion", IEEE
Transactions on Pattern Analysis and Machine Intelligence, Vol. 31,
Issue 9, pp. 1567-1581, Sept. 2009.
·
C.
Laporte, J. J. Clark and T. Arbel,
"Generalised Poisson 3D Scatterer
Distributions", IEEE
Transactions on Ultrasonics, Ferroelectrics, and Frequency
Control, Vol. 56, No. 2, pp. 410-414, Feb. 2009.
·
C.
Laporte and T. Arbel, "Combinatorial
and Probabilistic Fusion of Noisy Correlation Measurements for Untracked
Freehand 3D Ultrasound", IEEE
Transactions on Medical Imaging, Vol. 27, No. 7, pp. 984-994, July
2008.
·
R.
Brooks, T. Arbel and D. Precup,
"Anytime similarity
measures for faster alignments", in Computer
Vision and Image Understanding, Special Issue on Similarity
Matching in Computer Vision and Multimedia, Vol. 110, No. 3, pp. 378-389, 2008.
·
M.
Toews and T. Arbel, "A
Statistical Parts-based Model of Anatomical Variability", in IEEE Transactions on Medical Imaging,
Special Issue on Computational Neuroanatomy, Vol.
26(4), pp. 497-508, April 2007.
·
C.
Laporte and T. Arbel, "Efficient discriminant viewpoint selection for active Bayesian
recognition", International
Journal of Computer Vision, Springer Netherlands, Vol. 68, No. 3,
pp. 267-287, July 2006.
·
T.
Arbel, X. Morandi, R. M. Comeau, D. L. Collins, "Automatic Non-linear
MRI-Ultrasound Registration for the Correction of Intra-operative Brain
Deformations", Journal of
Computer Aided Surgery, Taylor & Francis Group, Vol. 9, No. 4,
pp. 123-136, 2004.
·
T.
Arbel and F. P. Ferrie,
"Interactive Visual Dialog", Image
and Vision Computing, Elsevier Science, vol. 20, issues 9-10, pp.
639-646, Aug. 2002.
·
T.
Arbel and F. P. Ferrie,
"Entropy-based Gaze Planning", Image
and Vision Computing, Elsevier Science, vol. 19, issue 11, pp.
779-786, Sept. 2001.
·
T.
Arbel and F. P. Ferrie,
"On the Sequential Accumulation of Evidence", International Journal of Computer Vision,
Kluwer Academic Publishers, Vol. 43, No. 3, pp.
205-230, July 2001.
·
T.
Arbel, P. Whaite and F. P. Ferrie, "Parametric
Shape Recognition Using a Probabilistic Inverse Theory (Arbel-Whaite-Ferrie,96)", Pattern
Recognition Letters, vol. 17, no. 5, pp. 491--501, 1996.
Peer-reviewed Book Chapters:
·
Matthew
Toews and Tal Arbel,
"Parts-based Modeling of Medical Imagery", in Computational Intelligence in Medical
Imaging: Techniques and Applications ,
CRC Press, 2008.
Peer-reviewed Conference Publications:
2012
2011
2010
·
C.
Laporte and T. Arbel, "Measurement
Selection in Untracked Freehand 3D Ultrasound", in the 13th International Conference on Medical
Image Computing and Computer Assisted Intervention (MICCAI '10),
Beijing, China, September 2010, Part 1, pp. 127-134.
·
C.
Elliott, S. Francis, D. L. Arnold, D. L. Collins, T. Arbel,
"Bayesian
Classification of Multiple Sclerosis Lesions in Longitudinal MRI using
Subtraction Images", in the 13th
International Conference on Medical Image Computing and Computer Assisted
Intervention (MICCAI '10), Beijing, China, September 2010, pp.
290-297.
·
Z.
Karimaghaloo, M. Shah, S. Francis, D. L. Arnold, D.
L. Collins, T. Arbel, “Detection
of Gad-enhancing Lesions in Multiple Sclerosis Using Conditional Random
Fields”, in
the 13th International Conference
on Medical Image Computing and Computer Assisted Intervention (MICCAI '10),
Beijing, China, September 2010, pp. 41-48.
·
D.
De Nigris, L. Mercier, R. Del Maestro, D. L. Collins,
T. Arbel, “Hierarchical
Multimodal Image Registration Based on Adaptive Local Mutual Information”,
in the 13th International Conference on Medical
Image Computing and Computer Assisted Intervention (MICCAI '10),
Beijing, China, September 2010, pp. 643-650.
·
Y.
Xiao, M. Shah,
S. Francis, D. L. Arnold, T. Arbel, D. L. Collins, “Optimal Gaussian
Mixture Models of Tissue Intensities in Brain MRI of Patients with
Multiple-Sclerosis”, in the International Workshop on Machine Learning
in Medical Imaging (MLMI) held in conjunction with the 13th International Conference
on Medical Image
Computing and Computer Assisted Intervention (MICCAI ‘10), Beijing,
China, September 2010.
·
R.
Rajalingham, M. Toews, D.
L. Collins, T. Arbel, “Exploring
Cortical Folding Pattern Variability Using Local Image Features”, in the Workshop
on Medical Computer Vision - Recognition
Techniques and Applications in Medical Imaging (MCV) held in conjunction with
the 13th International
Conference on Medical
Image Computing and Computer Assisted Intervention (MICCAI
‘10), Beijing, China, September 2010.
·
D.
De Nigris, D. L. Collins, T. Arbel,
“Deformable Registration of Chest CT Scans with Adaptive Local Mutual
Information”, in the Workshop on
Medical Image Analysis For The Clinic - A
Grand Challenge: EMPIRE10 – Evaluation of Methods for Pulmonary Image
Registration 2010, held in conjunction with the 13th
International Conference on Medical
Image Computing and Computer Assisted Intervention (MICCAI
‘10), Beijing, China, September 2010.
·
M.
Demirkus, M. Toews, J.
Clark, T. Arbel, "Gender
Classification from Unconstrained Video Sequences", in the IEEE Workshop on Analysis and Modelling of Faces and Gestures (AMFG) held in
conjunction with IEEE CVPR 2010, San Francisco, CA, June 2010.
2009
·
M.
Toews, W. M. Wells III, D. L. Collins and T. Arbel, "Feature-based
Morphometry", in the 12th International Conference on Medical
Image Computing and Computer Assisted Intervention (MICCAI '09),
London, UK, September 2009, Part II, pp. 109-116.
·
M.
Shah, Y. Xiao, S. Francis, D. Arnold, D.L. Collins and T. Arbel,
"Effectiveness of Intensity Normalization on Human Brain MRIs with
Multiple Sclerosis", in the MICCAI 2009 Workshop on Medical Image
Analysis on Multiple Sclerosis (MIAMS 2009) in conjunction with
The 12th International Conference
on Medical Image Computing and Computer Assisted Intervention (MICCAI '09),
London, UK, September 2009.
·
N.
Subbanna, M. Shah, S. Francis, S. Narayanan, D.L.
Collins, D. Arnold and T. Arbel, "MS Lesion
Segmentation using Markov Random Fields", in the MICCAI 2009 Workshop on Medical Image
Analysis on Multiple Sclerosis (MIAMS 2009) in conjunction with
The 12th International Conference
on Medical Image Computing and Computer Assisted Intervention (MICCAI '09),
London, UK, September 2009.
·
M.
Toews, D. L. Collins and T. Arbel,
"Automatically Learning Cortical Folding Patterns", in the 2009 IEEE International Symposium on
Biomedical Imaging, Boston, Mass., U.S.A., June 2009, pp.
1330-1333.
·
C.
Laporte and T. Arbel,
"Learning a Tissue Invariant Ultrasound Speckle Decorrelation
Model", in the 2009 IEEE
International Symposium on Biomedical Imaging, Boston, Mass.,
U.S.A., June 2009, pp. 995-998.
2008
·
M.
Audette, R. Brooks, R. Funnell,
G. Strauss, T. Arbel, "Piecewise affine
initialized spline-based patient-specific
registration of a high-resolution ear model for surgical guidance", in
the MICCAI 2008 Workshop on Image
Guidance and Computer Assistance for Soft-Tissue Interventions in
conjunction with The 11th
International Conference on Medical Image Computing and Computer Assisted
Intervention (MICCAI '08), New York, USA, Sept. 2008.
·
R.
Brooks, L. Collins, X. Morandi, T. Arbel, "Deformable
Ultrasound Registration without Reconstruction", in Proceedings of The 11th International Conference on
Medical Image Computing and Computer Assisted Intervention (MICCAI '08),
New York, USA, Sept. 2008, pp. 1023-1031.
2007
·
M.
Toews, T. Arbel,
"Detecting and Localizing 3D Object Classes using Viewpoint Invariant
Reference Frames", in ICCV
'07 Workshop on 3D Representation for Recognition (3dRR-07) , Rio
de Janeiro, Brazil, October 2007.
·
M.
Toews, T. Arbel, "Detecting,
Localizing and Classifying Visual Traits from Arbitrary Viewpoints using
Probabilistic Local Feature Modeling", in 2007 IEEE International Workshop on Analysis and Modeling of
Faces and Gestures (AMFG) in conjunction with the Eleventh IEEE International Conference on
Computer Vision (ICCV '07), Rio de Janeiro, Brazil, October 2007,
Lecture Notes in Computer Science, Springer, Vol. 4778/2007, pp. 154-167.
·
C.
Laporte, T. Arbel,
"Probabilistic speckle decorrelation for 3D
ultrasound", in Proceedings of The
10th International Conference on Medical Image Computing and Computer Assisted
Intervention (MICCAI '07), Brisbane, Australia, Oct. 2007, part 1,
pp. 925-932.
·
R.
Brooks, T. Arbel, "The
importance of scale when selecting pixels for image registration", in Proceedings of the Fourth Canadian
Conference on Computer and Robot Vision, Montreal, QC, Canada, May
2007, pp. 235-242.
·
C.
Laporte, J. Clark, T. Arbel,
"A
fractal multi-dimensional ultrasound scatterer
distribution model", in Proceedings
of the IEEE International Symposium on Biomedical Imaging: From Nano to Macro , Washington D.C., U.S.A., Apr.
2007, pp. 880-883.
·
R.
Brooks, T. Arbel, D. Precup,
"Fast Image
Alignment Using Anytime Algorithms", in Proceedings of the 20th International Joint Conference on
Artificial Intelligence (IJCAI '07) , Hyderabad, India, Jan 2007, pp. 2078-2083.
2006
·
M.
Toews, D.L. Collins, T. Arbel,
``A Statistical Parts-based Appearance
Model of Inter-subject Variability'', Proceedings
of the 9th Conference for Medical Image Computing and Computer Assisted
Intervention (MICCAI '06) ,
Copenhagen, DK, Oct. 2006, Vol. 1, pp. 232-240.
·
R.
Brooks, T. Arbel,
``Generalizing Inverse Compositional Image Alignment'', Proceedings of the 18th International
Conference on Pattern Recognition , Hong Kong, Aug.20-26, 2006, Vol. 2, pp.
1200-1203.
·
M.
Toews, T. Arbel, ``Detection
Over Viewpoint via the Object Class Invariant'', Proceedings of the 18th International
Conference on Pattern Recognition , Hong Kong, Aug.20-26, 2006, Vol. 1,
pp.765-768.
·
F.
Riggi, M. Toews, T. Arbel, ``Fundamental
Matrix Estimation via TIP - Transfer of Invariant Parameters'', Proceedings of the 18th International
Conference on Pattern Recognition , Hong Kong, Aug.20-26, 2006, Vol. 2, pp.
21-24.
·
R.
Harmouche, D. Arnold, S. Francis, D.L. Collins, T. Arbel, ``Bayesian
MS Lesion Classification Modeling Regional and Local Spatial Information'',
Proceedings of the 18th
International Conference on Pattern Recognition , Hong Kong, Aug.20-26,
2006, Vol. 3, pp. 984-987.
·
C.
Laporte and T. Arbel,
"Evaluation of required and available ultrasound image decompression
accuracy for decorrelation based distance
estimation", in Proceedings
of the Conference on Medical Image Understanding and Analysis ,
U.K., July 2006, pp. 136-140.
2005
·
M.
Toews, D. L. Collins, T. Arbel,
"Maximum a Posteriori
Local Histogram Estimation for Image Registration", Proceedings of the 8th International
Conference on Medical Image Computing and Computer Assisted Intervention, Part
II , J. Duncan, G. Gerig (eds.), Lecture
Notes in Computer Science, Vol. 3750, pp. 163, Palm Springs, CA, Oct.26-29,
2005.
·
R.
Brooks, D.L. Collins, T.Arbel, "Scaling angles and
distances to maximize efficiency of image registration", Short paper
in The 8th International
Conference on Medical Image Computing and Computer Assisted Intervention
, Palm Springs, CA,
Oct.26-29, 2005.
2004
·
C.
Laporte, R. Brooks, T. Arbel,
``A
fast discriminant approach to active object
recognition and pose estimation'', in Proceedings
of the 17th IEEE International Conference on Pattern Recognition ,
vol. 3, pp. 91--94, Cambridge, UK, August 23-26, 2004.
2003
·
M.
Toews and T. Arbel,
``Entropy-of-likelihood Feature Selection for Image Correspondence'', in Proceedings of 9th International Conference
on Computer Vision ,
Nice, France, Oct. 2003, pp. 1041-1047.
2002
·
S.
Skaff, T. Arbel and J.
Clark, ``Active Bayesian Color Constancy with Non-Uniform Sensors'', in Proceedings of the IEEE 16th International
Conference on Pattern Recognition , Vol. 2. pp. 681-685, Quebec, Canada, Aug.
11-15, 2002.
2001
·
T.
Arbel, X. Morandi, R. Comeau, D.L. Collins, "Automatic Non-linear
MRI-Ultrasound Registration for the Correction of Intra-operative Brain
Deformations", in Proceedings
of the Conference for Medical Image Computing and Computer Assisted
Intervention - MICCAI 2001, W. Niessen
and M.A. Viergever (eds.), Springer-Verlag, pp. 913-922, Utrecht, Netherlands, Oct 14-17, 2001.
·
D. Sappey-Marinier,
S. Antel, M. C. Tartaglia, S. Narayanan, S. Francis,
T. Arbel, D. L. Arnold, "Quantification Metabolique dans la Sclerose en
Plaques par Imagerie Spectroscopique RMN", Revue Neurologique, Supplement
No. 3, Tome 157, 2S145. Presented
at the Journees de Neurologie de
Langue Francaise, Lyon, April 18-21, 2001.
2000
·
Tal
Arbel and Frank P. Ferrie, "Recognizing
Objects From Curvilinear Motion", in Proceedings of the Eleventh British Machine Vision Conference,
Bristol, UK, 11-14 September 2000.
·
Tal
Arbel and Frank P. Ferrie, "Interactive Visual
Dialog", in Proceedings
of the Eleventh British Machine Vision Conference, Bristol, UK,
11-14 September 2000.
·
Tal
Arbel and Frank P. Ferrie,
"Recognizing Objects by Accumulating Evidence over Time", in Proceedings of the Fourth Asian Conference
on Computer Vision, Taipei, Taiwan, Jan. 2000.
1999
·
Tal
Arbel and Frank P. Ferrie,
"Bayesian Recognition - Accumulating Evidence Over Time", in Booklet for Statistical Methods for Image
Processing, a satellite conference of the 52nd Session of the
International Statistical Institute, pages 22-25, Uppsala, Sweden, August 6-9,
1999.
·
Tal
Arbel and Frank P. Ferrie,
"Viewpoint Selection by Navigation through Entropy Maps", in Proceedings of the Seventh IEEE
International Conference on Computer Vision, pages 248-254, Kerkyra, Greece, Sept. 1999.
·
Tal
Arbel and Frank P. Ferrie, "Entropy-based
Gaze Planning (Arbel-Ferrie-99)", in Proceedings of the Second IEEE Workshop on Perception for
Mobile Agents, in association with the 1999 IEEE Computer Society
Conference on Computer Vision and Pattern Recognition, Fort Collins, Colorado,
June 1999.
1996
·
Tal
Arbel and Frank P. Ferrie, "Informative
Views and Sequential Recognition (Arbel-Ferrie-95)", in Proceedings of Fourth European Conference
on Computer Vision, no. 1064, pp. 469-481, Cambridge, UK, April
14-18, 1996.
1994
·
Tal
Arbel, Peter Whaite and
Frank P. Ferrie, "Recognizing
Volumetric Objects in the Presence of Uncertainty
(Arbel-Whaite-Ferrie-94)", IEEE Computer Society Press, in Proceedings of the 12th International
Conference on Pattern Recognition, pp. 470-476, Jerusalem, Israel,
Oct 9-13, 1994.
Published
Theses:
·
Tal
Arbel, "Active
Object Recognition Conditioned by Probabilistic Evidence and Entropy Maps
(Arbel-00)", PhD Thesis, McGill University, Montreal, Quebec, Canada,
Jan. 2000.
·
Tal
Arbel, "Recognizing
Volumetric Objects in the Presence of Uncertainty (Arbel-95)",
Master's Thesis, McGill University, Montreal, Quebec, Canada, April 1995.