Publications

Curriculum Vitae

Research Statement

CVPR 2011 Workshop on Inference in Graphical Models with Structured Potentials

"Math is hard work and it occupies your mind - and it doesn't hurt to learn all you can of it, no matter what rank you are; everything of any importance is founded on mathematics."

Journal Papers

2012

Fast matching of large point sets under occlusions
J. J. McAuley, T. S. Caetano
Pattern Recognition
link | bibtex | code (C++)

2011

Fast inference with min-sum matrix product
P. F. Felzenszwalb, J. J. McAuley
IEEE Transactions on Pattern Analysis and Machine Intelligence
link | bibtex | code (C++)

Faster algorithms for max-product message-passing
J. J. McAuley, T. S. Caetano
Journal of Machine Learning Research
link | bibtex | code (C++)

2009

Learning graph matching
T. S. Caetano, J. J. McAuley, L. Cheng, Q. V. Le, A. J. Smola
IEEE Transactions on Pattern Analysis and Machine Intelligence
link | bibtex | code (C++) | conference version

Faster graphical models for point-pattern matching
T. S. Caetano, J. J. McAuley
Spatial Vision
link | bibtex | code (C++)

2008

Graph rigidity, cyclic belief propagation and point pattern matching
J. J. McAuley, T. S. Caetano, M. S. Barbosa
IEEE Transactions on Pattern Analysis and Machine Intelligence
link | bibtex | code (C++)

2007

The rich-club phenomenon across complex network hierarchies
J. J. McAuley, T. S. Caetano, L. da Fontoura Costa
Applied Physics Letters
link | bibtex | code (C++)

Conference Papers

2011

Optimization of robust loss functions for weakly-labeled image taxonomies: an ImageNet case study
J. J. McAuley, A. Ramisa, T. S. Caetano
Energy Minimization Methods in Computer Vision and Pattern Recognition
link | bibtex | code (C++) | slides

2010

Exploiting data-independence for fast belief-propagation
J. J. McAuley, T. S. Caetano
International Conference on Machine Learning
link | bibtex | code (C++) | poster

Unified graph matching in Euclidean spaces
J. J. McAuley, T. de Campos, T. S. Caetano
Computer Vision and Pattern Recognition
link | bibtex | code (C++) | poster

Exploiting within-clique factorizations in junction-tree algorithms
J. J. McAuley, T. S. Caetano
Artificial Intelligence and Statistics
link | bibtex | code (C++) | poster

2009

Exponential family graph matching and ranking
J. Petterson, T. S. Caetano, J. J. McAuley, J. Yu
Neural Information Processing Systems
link | bibtex | code (C++) | poster

Hierarchical image-region labeling via structured learning
J. J. McAuley, T. de Campos, G. Csurka, F. Perronnin
British Machine Vision Conference
link | bibtex | code (C++) | poster

Shape classification through structured learning of matching measures
L. Chen, J. J. McAuley, R. S. Feris, T. S. Caetano, M. Turk
Computer Vision and Pattern Recognition
link | bibtex | code (C++) | poster

2008

Robust near-isometric matching via structured learning of graphical models
J. J. McAuley, T. S. Caetano, A. J. Smola
Neural Information Processing Systems
link | bibtex | code (C++) | poster

2006

Learning high-order MRF priors of color images
J. J. McAuley, T. S. Caetano, A. J. Smola, M. O. Franz
International Conference on Machine Learning
link | bibtex | code (C/Matlab) | poster

Workshops

2010

Learning near-isometric matching models
J. J. McAuley, T. S. Caetano
ICML Workshop on Learning in Non-(geo)metric Spaces
link | poster

Exact inference in graphical models: is there more to it?
J. J. McAuley, T. S. Caetano
NIPS Workshop on Learning with Orderings; Learning and Intelligent Optimization
link | slides

2009

Exploiting within-clique factorizations in junction-tree algorithms
J. J. McAuley, T. S. Caetano
NIPS Workshop on Discrete Optimization in Machine Learning
link | poster

2008

Consistent structured estimation for weighted bipartite matching
J. Petterson, T. S. Caetano, J. J. McAuley
NIPS Workshop on Algebraic and Combinatorial Methods in Machine Learning
link | slides

Book Chapters

2010

Graphical models
J. J. McAuley, T. S. Caetano, W. Buntine
Encyclopedia of Machine Learning (C. Sammut and G. Webb, editors)
link

Patents

Pending

Unified graph matching in Euclidean spaces and applications to image comparison and retrieval
J. J. McAuley, T. de Campos
U.S. Patent Application 12/571,630
link

Consistent hierarchical labeling of images and image regions
J. J. McAuley, T. de Campos, G. Csurka, F. Perronnin
U.S. Patent Application 12/546,948
link