Current Research Publications CV/Vita Personal Home

** New Caltech 256 Category Data-Set **

Refereed Conferences:

Holub, AD, Moreels, P, Perona, P. Unspervised Clustering for Google Searches of Celebrity Images . IEEE Conference on Face and Gesture Recognition, 2008. (pdf)

Holub, AD, Islam, A, Makhenov, A. Moreels, P. Yang, R. Creating an Interactive Video Experience . IEEE Conference on Computer Vision and Pattern Recognition, 2008. DEMO.

Holub, AD, Burl, MC, Perona, P. Entropy-Based Active Learning for Object Recognition . IEEE Conference on Computer Vision and Pattern Recognition, Second IEEE Workshop on Online Learning for Classification (OLC), 2008. (pdf) * Winner: Best Paper at OLC Workshop

Holub, AD, Yun-Hsueh Liu, Perona, P. On Constructing Facial Similarity Maps . IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2007. (pdf)

Gehler, P. Holub, AD. Welling, M. The Rate Adapting Poisson Model For Information Retrieval and Object Recognition. Internation Conference on Machine Learning (ICML), 2006.

Holub, AD. Welling, M. Perona, P. Combining Generative Models and Fisher Kernels for Object Class Recognition..International Conference on Computer Vision (ICCV), 2005. (pdf) (Caltech101)

Holub, AD. Perona, P. A Discriminative Framework for Modeling Object Classes. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2005. (pdf)

Holub, AD. Laurent, G. Perona, P. A Digital Antennal Lobe for Pattern Spreading: Analysis and Design. Sixteenth Annual Conference on Neural Information Processing Systems, (NIPS) 2003. (pdf) (ps)

Journals:

Holub, AD. Welling, M. Perona, P. Hybrid Generative-Discriminative Object Recognition. (pdf , Internation Journal of Computer Vision (IJCV) ).

Gold, C. Holub, AD. Sollich, P. Bayesian Approach to Feature Selection and Parameter Tuning for Support Vector Machine Classifiers. Advances in Neural Networks Research, IJCNN'05. (pdf)

Yates PA, Holub AD, McLaughlin T, Sejnowski TJ & O'Leary, DDM. Computational Modeling of Retinotopic Map Development to Define Contributions of EphA-EphrinA Gradients, Axon-Axon Interactions, and Patterned Activity. J Neurobiol. 59: 95-113. 2004.

Bodnar, DA. Holub, AD. Land, BR. Skovira, J, Bass, AH. Temporal population code of concurrent vocal signals in the auditory midbrain. J. Comp. Physiol. A. 187:865-873. 2001. (pdf) (ps)

Invited Papers/Tech Reports:

Griffin, G. Holub, AD. Perona, P. The Caltech 256 Object Category Data-set. Technical Report, Caltech 2006. (webpage)

Holub, AD. Welling, M. Perona, P. Exploiting Unlabelled Data for Hybrid Object Classification. NIPS 2005 Workshop in Inter-Class Transfer. (pdf) (Caltech101) (Invited Paper)

Abstracts:

Holub, AD. Everingham, M. Zisserman, A. Perona, P. Combining Principal Component Techniques and Psychological Spaces to Find Perceptually Similar Faces. VSS, 2005. (doc)

Holub, AD, Yun-Hsueh Liu, Perona, P. On Creating Facial Similarity Spaces . VSS, 2007.

Vision Facebook Apps I've Been Playing With a Bit in My Spare Time

Morpheus, 2007 (Face-Morphing Application) -- work in progress

PicWeb, 2007 (Relational App for Tagging Pics) -- work in progress