David Jacobs

Professor

4240 Iribe Center

(301) 405-6802

(301) 314-911

Academic Web Page

Research Group(s):

Center for Automation Research

University of Maryland Center for Machine Learning

Education:

Ph.D., MIT (Computer Science )

Special Awards/Honors:

2011 Edward O. Wilson Biodiversity Technology Pioneer Award

Biography:

David Jacobs is a professor of computer science with an appointment in the University of Maryland Institute for Advanced Computer Studies.

His research covers various aspects of computer vision and machine learning, with a focus on visual object recognition and handling lighting variations. Jacobs also explores image clustering, structure-from-motion, and the intersections of vision with user interfaces and graphics.

Go here to view Jacobs's academic publications on Google Scholar.

Publications

2012

Rotman D, Preece J, Hammock J, Procita K, Hansen D, Parr C, Lewis D, Jacobs DW. 2012. Dynamic changes in motivation in collaborative citizen-science projects. Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work. :217-226.

2011

Belhumeur PN, Jacobs DW, Kriegman DJ, Kumar N. 2011. Localizing parts of faces using a consensus of exemplars. Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on. :545-552.

Castillo CD, Jacobs DW. 2011. Wide-baseline stereo for face recognition with large pose variation. Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on. :537-544.

Basri R, Jacobs DW. 2011. Illumination modeling for face recognition. Handbook of face recognition. :169-195.

Jorstad A, Jacobs DW, Trouve A. 2011. A deformation and lighting insensitive metric for face recognition based on dense correspondences. Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on. :2353-2360.

Sharma A, Jacobs DW. 2011. Bypassing synthesis: PLS for face recognition with pose, low-resolution and sketch. Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on. :593-600.

Castillo CD, Jacobs DW. 2011. Trainable 3D recognition using stereo matching. Computer Vision Workshops (ICCV Workshops), 2011 IEEE International Conference on. :625-631.

Chen D, Bilgic M, Getoor L, Jacobs DW. 2011. Dynamic Processing Allocation in Video. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 33(11):2174-2187.

Mei X, Ling H, Jacobs DW. 2011. Illumination Recovery From Image With Cast Shadows Via Sparse Representation. Image Processing, IEEE Transactions on. 20(8):2366-2377.

Chen D, Bilgic M, Getoor L, Jacobs DW, Mihalkova L, Tom Yeh. 2011. Active inference for retrieval in camera networks. Person-Oriented Vision (POV), 2011 IEEE Workshop on. :13-20.

Hansen DL, Jacobs DW, Lewis D, Biswas A, Preece J, Rotman D, Stevens E. 2011. Odd Leaf Out: Improving Visual Recognition with Games. Privacy, security, risk and trust (passat), 2011 ieee third international conference on and 2011 ieee third international conference on social computing (socialcom). :87-94.

Chen D, Bilgic M, Getoor L, Jacobs DW, Mihalkova L, Tom Yeh. 2011. Active inference for retrieval in camera networks. Person-Oriented Vision (POV), 2011 IEEE Workshop on. :13-20.

2010

Ling H, Soatto S, Ramanathan N, Jacobs DW. 2010. Face Verification Across Age Progression Using Discriminative Methods. Information Forensics and Security, IEEE Transactions on. 5(1):82-91.

Gopalan R, Jacobs DW. 2010. Comparing and combining lighting insensitive approaches for face recognition. Computer Vision and Image Understanding. 114(1):135-145.

2009

Mei X, Ling H, Jacobs DW. 2009. Sparse representation of cast shadows via ℓ1-regularized least squares. Computer Vision, 2009 IEEE 12th International Conference on. :583-590.

El-Alfy H, Jacobs DW, Davis LS. 2009. Assigning cameras to subjects in video surveillance systems. Robotics and Automation, 2009. ICRA '09. IEEE International Conference on. :837-843.

Basri R, Felzenszwalb PF, Girshick RB, Jacobs DW, Klivans CJ. 2009. Visibility constraints on features of 3D objects. Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on. :1231-1238.

Castillo CD, Jacobs DW. 2009. Using Stereo Matching with General Epipolar Geometry for 2D Face Recognition across Pose. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 31(12):2298-2304.

Ling H, Jacobs DW. 2009. Shape Matching for Foliage Database Retrieval. Semantic Mining Technologies for Multimedia DatabasesSemantic Mining Technologies for Multimedia Databases. :100-100.

2008

Osadchy M, Jacobs DW, Ramamoorthi R, Tucker D. 2008. Using specularities in comparing 3D models and 2D images. Computer Vision and Image Understanding. 111(3):275-294.

Shirdhonkar S, Jacobs DW. 2008. Approximate earth mover's distance in linear time. Computer Vision and Pattern Recognition, 2008. CVPR 2008. IEEE Conference on. :1-8.

Kembhavi A, Farrell R, Luo Y, Jacobs DW, Duraiswami R, Davis LS. 2008. Tracking Down Under: Following the Satin Bowerbird. Applications of Computer Vision, 2008. WACV 2008. IEEE Workshop on. :1-7.

Jacobs DW, Getoor L. 2008. Statistical Relational Learning as an Enabling Technology for Data Acquisition and Data Fusion in Heterogeneous Sensor Networks.

Belhumeur P, Chen D, Feiner S, Jacobs DW, Kress W, Ling H, Lopez I, Ramamoorthi R, Sheorey S, White S. 2008. Searching the world’s herbaria: A system for visual identification of plant species. Computer Vision–ECCV 2008. :116-129.

Reggia JA, Tagamets M, Contreras-Vidal J, Jacobs DW, Weems S, Naqvi W, Yang C. 2008. The Maryland Large-Scale Integrated Neurocognitive Architecture.

2007

Ling H, Soatto S, Ramanathan N, Jacobs DW. 2007. A Study of Face Recognition as People Age. Computer Vision, 2007. ICCV 2007. IEEE 11th International Conference on. :1-8.

Zhou SK, Aggarwal G, Chellappa R, Jacobs DW. 2007. Appearance Characterization of Linear Lambertian Objects, Generalized Photometric Stereo, and Illumination-Invariant Face Recognition. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 29(2):230-245.

Castillo CD, Jacobs DW. 2007. Using Stereo Matching for 2-D Face Recognition Across Pose. Computer Vision and Pattern Recognition, 2007. CVPR '07. IEEE Conference on. :1-8.

Zhou SK, Aggarwal G, Chellappa R, Jacobs DW. 2007. Face and Gesture Recognition-Appearance Characterization of Linear Lambertian Objects, Generalized Photometric Stereo, and Illumination-Invariant Face Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence. 29(2):230-245.

Yi L, Jacobs DW. 2007. Efficiently Determining Silhouette Consistency. Computer Vision and Pattern Recognition, 2007. CVPR '07. IEEE Conference on. :1-8.

El-Alfy H, Jacobs DW, Davis LS. 2007. Multi-scale video cropping. Proceedings of the 15th international conference on Multimedia. :97-106.

Basri R, Jacobs DW, Kemelmacher I. 2007. Photometric stereo with general, unknown lighting. International Journal of Computer Vision. 72(3):239-257.

Jacobs DW, Basri R T W I. 2007. Object recognition using linear subspaces. EP20010117763(EP1204069)

Ling H, Jacobs DW. 2007. Shape Classification Using the Inner-Distance. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 29(2):286-299.

Osadchy M, Jacobs DW, Lindenbaum M. 2007. Surface Dependent Representations for Illumination Insensitive Image Comparison. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 29(1):98-111.

2006

Reggia JA, Tagamets M, Contreras-Vidal J, Jacobs DW, Weems S, Naqvi W, Winder R, Chabuk T, Jung J, Yang C. 2006. Development of a Large-Scale Integrated Neurocognitive Architecture - Part 2: Design and Architecture. UMIACS-TR-2006-43

Reggia JA, Tagamets M, Contreras-Vidal J, Weems S, Jacobs DW, Winder R, Chabuk T. 2006. Development of a Large-Scale Integrated Neurocognitive Architecture Part 1: Conceptual Framework. UMIACS-TR-2006-33

Thornber KK, Jacobs DW. 2006. Cast shadows and linear subspaces for object recognition. 10/085,750(7006684)

Haibin G A, Agarwal G, Ling H, Jacobs DW, Shirdhonkar S, Kress JW, Russell R, Belhumeur P, Dixit A, Feiner S et al.. 2006. First Steps Toward an Electronic Field Guide for Plants. Taxon. 55:597-610.

2005

Jacobs DW, Basri R. 2005. Lambertian reflectance and linear subspaces. : 09/705,507(6853745)

Jacobs DW, Shirdhonkar S. 2005. Non-negative lighting and specular object recognition. Proc. of IEEE International Conference on Computer Vision. 2

Lee C H, Varshney A, Jacobs DW. 2005. Mesh saliency. ACM transactions on graphics. 24(3):659-666.

Thornber KK, Jacobs DW. 2005. Torrance-sparrow off-specular reflection and linear subspaces for object recognition. 10/230,888(6900805)

Ling H, Jacobs DW. 2005. Deformation invariant image matching. Computer Vision, 2005. ICCV 2005. Tenth IEEE International Conference on. 2:1466-1473Vol.2-1466-1473Vol.2.

Osadchy M, Jacobs DW, Lindenbaum M. 2005. On the equivalence of common approaches to lighting insensitive recognition. Computer Vision, 2005. ICCV 2005. Tenth IEEE International Conference on. 2:1721-1726Vol.2-1721-1726Vol.2.

Ling H, Jacobs DW. 2005. Using the inner-distance for classification of articulated shapes. Computer Vision and Pattern Recognition, 2005. CVPR 2005. IEEE Computer Society Conference on. 2:719-726vol.2-719-726vol.2.

Shirdhonkar S, Jacobs DW. 2005. Non-negative lighting and specular object recognition. Computer Vision, 2005. ICCV 2005. Tenth IEEE International Conference on. 2:1323-1330Vol.2-1323-1330Vol.2.

2004

Zhou SK, Chellappa R, Jacobs DW. 2004. Illumination, Reflectance, and Reflection-Characterization of Human Faces under Illumination Variations Using Rank, Integrability, and Symmetry Constraints. Lecture Notes in Computer Science. 3021:588-601.

Osadchy M, Lindenbaum M, Jacobs DW. 2004. Whitening for photometric comparison of smooth surfaces under varying illumination. Computer Vision-ECCV 2004. :217-228.

Zhou S, Chellappa R, Jacobs DW. 2004. Characterization of human faces under illumination variations using rank, integrability, and symmetry constraints. Computer Vision-ECCV 2004. :588-601.

Zhou S, Chellappa R, Jacobs DW. 2004. Generalized photometric stereo and its application to face recognition. International Journal of Computer Vision.

2003

Jacobs DW. 2003. BAYESIAN AND STATISTICAL APPROACHES TO VISION-Natural Image Statistics and Perceptual Inference-What makes viewpoint-invariant properties perceptually salient? Journal of the Optical Society of America-A-Optics Image Science and Vision. 20(7):1304-1320.

Suh B, Ling H, Bederson BB, Jacobs DW. 2003. Automatic thumbnail cropping and its effectiveness. Proceedings of the 16th annual ACM symposium on User interface software and technology. :95-104.

Jacobs DW, Lindenbaum M, August J, Zucker SW, Ben-Shahar O, Zucker SW, Tuytelaars T, Turina A, Van Gool L, Mahamud S. 2003. Special section on perceptual organization in computer vision.

Jacobs DW. 2003. Perceptual Completion and Memory. Perceptual organization in vision: behavioral and neural perspectivesPerceptual organization in vision: behavioral and neural perspectives. :403-403.

Basri R, Jacobs DW. 2003. Lambertian reflectance and linear subspaces. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 25(2):218-233.

Funkhouser T, Min P, Kazhdan M, Chen J, Halderman A, Dobkin D, Jacobs DW. 2003. A search engine for 3D models. ACM Trans. Graph.. 22(1):83-105.

Suh B, Ling H, Bederson BB, Jacobs DW. 2003. Automatic thumbnail cropping and its effectiveness. Proceedings of the 16th annual ACM symposium on User interface software and technology. :95-104.

Osadchy M, Jacobs DW, Ramamoorthi R. 2003. Using specularities for recognition. Computer Vision, 2003. Proceedings. Ninth IEEE International Conference on. :1512-1519vol.2-1512-1519vol.2.

Jacobs DW. 2003. What makes viewpoint-invariant properties perceptually salient? Journal of the Optical Society of America A. 20(7):1304-1320.

2001

Jacobs DW. 2001. Perceptual organization as generic object recognition. From Fragments to Objects Segmentation and Grouping in VisionFrom Fragments to Objects Segmentation and Grouping in Vision. Volume 130:295-329.

Jacobs DW, Belhumeur P, Jermyn I. 2001. Judging whether multiple silhouettes can come from the same object. Visual Form 2001. :532-541.

Jacobs DW, Rokers B, Rudra A, Liu Z. 2001. Fragment completion in humans and machines. NIPS. :27-34.

Basri R, Jacobs DW. 2001. Projective alignment with regions. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 23(5):519-527.

Basri R, Jacobs DW. 2001. Lambertian reflectance and linear subspaces. Computer Vision, 2001. ICCV 2001. Proceedings. Eighth IEEE International Conference on. 2:383-390vol.2-383-390vol.2.

Jacobs DW. 2001. Linear Fitting with Missing Data for Structure-from-Motion. Computer Vision and Image Understanding. 82(1):57-81.

2000

Liu Z, Jacobs DW, Basri R. 2000. Convexity in Perceptual Completion. KLUWER INTERNATIONAL SERIES IN ENGINEERING AND COMPUTER SCIENCE. :73-90.

Jacobs DW, Weinshall D, Gdalyahu Y. 2000. Class representation and image retrieval with non-metric distances. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). 22(583-600):1-1.

Jacobs DW. 2000. What makes viewpoint invariant properties perceptually salient?: A computational perspective Perceptual organization for artificial vision systems. :121-138.

Jacobs DW, Malik J, Nevatia R. 2000. Breakout Session Report: Principles and Methods. Perceptual Organization for Artificial Vision Systems. :17-28.