UCSD Computer Vision

Belongie S., Mori G., Malik J., "Matching with Shape Contexts", Analysis and Statistics of Shapes: Birkhäuser, 2005. [BibTex]

Fowlkes C., Shan Q., Belongie S., Malik J., "Extracting Global Structure from Gene Expression Profiles", Methods of Microarray Data Analysis II: Kluwer Academic, 2002. [BibTex]

Malik J., Belongie S., Leung T., Shi J., "Contour and Texture Analysis for Image Segmentation", Perceptual Organization for Artificial Vision Systems: Kluwer Academic, 2000. [BibTex]

Manjunath B S., Deng Y., Forsyth D A., Carson C., Ioffe S., Belongie S., Malik J., Ma W - Y., Puri A., Chen T., "Image retrieval in digital libraries", Multimedia: Standards, Systems and Networks: Marcel Dekker, 1999. [BibTex]

Babenko B., Yang M., Belongie S., "Visual Tracking with Online Multiple Instance Learning", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Miami, FL, 2009. [BibTex][pdf]

Rabaud V., Belongie S., "Linear Embeddings in Non-Rigid Structure From Motion", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Miami, FL, 2009. [BibTex][pdf]

Rabinovich A., Belongie S., "Scenes vs. Objects: a Comparative Study of Two Approaches to Context Based Recognition", International Workshop on Visual Scene Understanding (ViSU), Miami, FL, 2009. [BibTex][pdf]

Faymonville P., Wang K., Miller J., Belongie S., "CAPTCHA-based Image Labeling on the Soylent Grid", Human Computation Workshop (HCOMP), Paris, France, 2009. [BibTex][pdfpdf]

Dollár P., Tu Z., Perona P., Belongie S., "Integral Channel Features", British Machine Vision Conference (BMVC), London, England, 2009. [BibTex][pdf]

Babenko B., Yang M., Belongie S., "A Family of Online Boosting Algorithms", Online Learning for Computer Vision (OLCV), Kyoto, 2009. [BibTex][pdf]

Babenko B., Branson S., Belongie S., "Similarity Functions for Categorization: from Monolithic to Category Specific ", International Conference on Computer Vision (ICCV), Kyoto, Japan, 2009. [BibTex][pdf]

Joshi N., Zitnick L.C., Szeliski R., Kriegman D.J., "Image Deblurring and Denoising Using Color Priors", CVPR, Miami, Florida, 2009. [BibTex]

Chandraker M., Lim J., Kriegman D.J., "Moving in Stereo: Efficient Structure and Motion Using Lines", ICCV, Kyoto, Japan, 10/2009. Abstract [BibTex]

Galleguillos C., Faymonville P., Belongie S., "BUBL: An Effective Region Labeling Tool Using a Hexagonal Lattice", Workshop on Emergent Issues in Large Amounts of Visual Data , Kyoto, Japan, 2009. [BibTex]

Venkata S., Ahn I., Jeon ., Gupta A., Louie C., Garcia S., Belongie S., Taylor M., "SD-VBS: The San Diego Vision Benchmark Suite", IEEE International Symposium on Workload Characterization (IISWC), Austin, TX, 2009. [BibTex]

Fakourfar H., Belongie S., "Fingerprint Recognition System Performance in the Maritime Environment", Workshop on Applications of Computer Vision (WACV), Snowbird, UT, 2009. [BibTex][pdf]

Dollár P., Babenko B., Perona P., Belongie S., Tu Z., "Multiple Component Learning for Object Detection", European Conference on Computer Vision (ECCV), 2008. [BibTex][pdf]

Rabaud V., Belongie S., "Re-Thinking Non-Rigid Structure From Motion", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2008. [BibTex][pdf]

Babenko B., Dollár P., Tu Z., Belongie S., "Simultaneous Learning and Alignment: Multi-Instance and Multi-Pose Learning", RealFaces, Marseille, France, 2008. [BibTex][pdf]

Galleguillos C., Babenko B., Rabinovich A., Belongie S., "Weakly Supervised Object Recognition and Localization with Stable Segmentations", European Conference on Computer Vision (ECCV), Marseille, France, 2008. [BibTex][pdf]

Galleguillos C., Rabinovich A., Belongie S., "Object Categorization using Co-Occurrence, Location and Appearance", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, AK, 2008. [BibTex][pdf]

Koch M., Maltz J., Gangadharan B., Bose S., Shukla H., Bani-Hashemi A., Belongie S., "Automatic Co-registration of Volumetric Datasets Based on Prostate Seed Fiducial Markers", ISBI, Paris, France, 2008. [BibTex]

Chandraker M., Kriegman D., "Globally Optimal Bilinear Programming for Computer Vision Applications", CVPR, Anchorage, Alaska, 06/2008. [BibTex]

Alldrin N.G., Zickler T., Kriegman D.J., "Photometric Stereo With Non-Parametric and Spatially-Varying Reflectance", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, AK, 2008. [BibTex]

Dollár P., Rabaud V., Belongie S., "Non-Isometric Manifold Learning: Analysis and an Algorithm", International Conference On Machine Learning (ICML), June, 2007. [BibTex][pdf]

Steinbach S., Rabaud V., Belongie S., "Soylent Grid: it's Made of People!", Workshop on Interactive Computer Vision (ICV), Rio de Janeiro, 2007. [BibTex][pdf]

Rabinovich A., Vedaldi A., Galleguillos C., Wiewiora E., Belongie S., "Objects in Context", ICCV, Rio de Janeiro, 2007. [BibTex][pdf]

Chandraker M., Agarwal S., Kriegman D., "ShadowCuts: Photometric Stereo with Shadows", CVPR, Minneapolis, 2007. [BibTex]

Chandraker M., Agarwal S., Kahl F., Kriegman D., Nister D., "Autocalibration via Rank-Constrained Estimation of the Absolute Quadric", CVPR, Minneapolis, 2007. [BibTex]

Babenko B., Dollár P., Belongie S., "Task Specific Local Region Matching", ICCV, Rio de Janeiro, 2007. [BibTex][pdf]

Merler M., Galleguillos C., Belongie S., "Recognizing Groceries in situ Using in vitro Training Data", SLAM, Minneapolis, MN, 2007. [BibTex][pdf]

Agarwal S., Wills J., Cayton L., Lanckriet G., Kriegman D., Belongie S., "Generalized Non-metric Multidimensional Scaling", AISTATS, San Juan, Puerto Rico, 2007. [BibTex][pdf]

Dollár P., Tu Z., Tao H., Belongie S., "Feature Mining For Image Classification", CVPR, 2007. [BibTex][pdf]

Chandraker M., Agarwal S., Kriegman D., Belongie S., "Globally Optimal Affine and Metric Upgrades in Stratified Autocalibration", ICCV, 2007. [BibTex]

Alldrin N.G., Kriegman D.J., "Toward Reconstructing Surfaces With Arbitrary Isotropic Reflectance : A Stratified Photometric Stereo Approach", ICCV, Rio de Janeiro, Brazil, 2007. [BibTex]

Alldrin N.G., Mallick S.P., Kriegman D.J., "Resolving the Generalized Bas-Relief Ambiguity by Entropy Minimization", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Minneapolis, MN, 2007. [BibTex]

Dollár P., Rabaud V., Belongie S., "Learning to Traverse Image Manifolds", Neural Information Processing Systems Conference (NIPS), Dec., 2006. [BibTex][pdf]

Agarwal S., Branson K., Belongie S., "Higher-Order Learning with Graphs", International Conference On Machine Learning (ICML), Pittsburgh, PA, 2006. [BibTex][pdf]

Hewitt R., Belongie S., "Active Learning in Face Recognition: Using Tracking to Build a Face Model", V4HCI, New York City, 2006. [BibTex][pdf]

Ben-Haim N., Babenko B., Belongie S., "Improving Web-based Image Search via Content Based Clustering", SLAM, New York City, 2006. [BibTex][pdf]

Rabaud V., Belongie S., "Counting Crowded Moving Objects", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York City, 2006. [BibTex][pdf]

Dollár P., Tu Z., Belongie S., "Supervised Learning of Edges and Object Boundaries", CVPR, New York City, 2006. [BibTex][pdf]

Rabinovich A., Lange T., Buhmann J., Belongie S., "Model Order Selection and Cue Combination for Image Segmentation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York City, 2006. [BibTex][pdf]

Mallick S., Agarwal S., Kriegman D., Belongie S., Carragher B., Potter C., "Structure and View Estimation for Tomographic Reconstruction: A Bayesian Approach", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York City, 2006. [BibTex][pdf]

Ochoa B., Belongie S., "Covariance Propagation for Guided Matching", SMVP, Graz, Austria, 2006. [BibTex][pdf]

Agarwal S., Chandraker M., Kahl F., Kriegman D., Belongie S., "Practical Global Optimization for Multiview Geometry ", European Conference on Computer Vision (ECCV), vol. 1, Graz, Austria, pp. 592-605, 2006. [BibTex][pdf]

Alldrin N.G., Kriegman D.J., "A Planar Light Probe", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York, NY, 2006. [BibTex]

Branson K., Belongie S., "Tracking Multiple Mouse Contours (Without Too Many Samples)", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Diego, CA, June, 2005. [BibTex]

Kumar S., Biswas M., Belongie S., Nguyen T., "Spatio-temporal texture synthesis and image inpainting for video applications", ICIP, vol. 2, Genova, Italy, pp. 85-88, 2005. [BibTex]

Belongie S., Branson K., Dollár P., Rabaud V., "Monitoring Animal Behavior in the Smart Vivarium", Measuring Behavior, Wageningen, NL, pp. 70-72, 2005. [BibTex][pdf]

Laptev I., Belongie S., Pérez P., Wills J., "Periodic Motion Detection and Segmentation via Approximate Sequence Alignment", ICCV, vol. 1, Beijing, China, pp. 816-823, 2005. [BibTex]

Dollár P., Rabaud V., Cottrell G., Belongie S., "Behavior Recognition via Sparse Spatio-Temporal Features", IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS), Beijing, China, 2005. [BibTex][pdf]

Rabaud V., Belongie S., "Big Little Icons", Computer Vision Applications for the Visually Impaired (CVAVI), San Diego, CA, 2005. [BibTex][pdf]

Agarwal S., Lim J., Zelnik-Manor L., Perona P., Kriegman D., Belongie S., "Beyond Pairwise Clustering", CVPR, vol. 2, San Diego, CA, pp. 838-845, 2005. [BibTex]

Chandraker M., Kahl F., Kriegman D., "Reflections on the Generalized Bas-Relief Ambiguity", CVPR, San Diego, 2005. [BibTex]

Lee K C., Ho J., Yang M -H., Kriegman D., Visual Tracking and Recognition Using Probabilistic Appearance Manifolds, , vol. 99, pp. 303–331, 2005. [BibTex]

Lee K C., Kriegman D., "Online Learning of Probabilistic Appearance Manifolds for Video-based Recognition and Tracking", CVPR, 2005. [BibTex]

Lee K C., Kriegman D., Acquiring Linear Subspaces for Face Recognition under Variable Lighting, , vol. 27, no. 5, pp. 684–698, 2005. [BibTex]

Belongie S., Wills J., "Structure from Periodic Motion", Workshop on Spatial Coherence for Visual Motion Analysis (SCVMA), Prague, Czech Republic, Springer Verlag, 2004. [BibTex]

Wills J., Belongie S., "A Feature-based Approach for Determining Dense Long Range Correspondences", European Conference on Computer Vision (ECCV), Prague, Czech Republic, Springer Verlag, 2004. [BibTex]

Agarwal S., Mallick S., Kriegman D., Belongie S., "On Refractive Optical Flow", ECCV, Prague, Czech Republic, Springer Verlag, 2004. [BibTex]

Ho J., Lee K C., Yang M -H., Kriegman D., "Visual Tracking Using Learned Linear Subspaces", CVPR, pp. 782-789, 2004. [BibTex]

Branson K., Rabaud V., Belongie S., "Three Brown Mice: See How They Run", IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS), Nice, France, October, 2003. [BibTex][pdf]

Wills J., Agarwal S., Belongie S., "What Went Where", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), vol. 1, Madison, WI, pp. 37-44, 2003. [BibTex]

Agarwal S., Ramamoorthi R., Belongie S., Jensen H., "Structured Importance Sampling of Environment Maps", SIGGRAPH, San Diego, CA, 2003. [BibTex]

Rabinovich A., Agarwal S., Laris C., Price J., Belongie S., "Unsupervised Spectral Decomposition of Histologically Stained Tissue Samples", NIPS, Vancouver, BC, 2003. [BibTex]

Lee K C., Ho J., Yang M -H., Kriegman D., "Video-Based Face Recognition Using Probabilistic Appearance Manifolds", CVPR, pp. 313–320, 2003. [BibTex]

Belongie S., Fowlkes C., Chung F R K., Malik J., "Spectral Partitioning with Indefinite Kernels using the Nyström Extension", ECCV, Copenhagen, Denmark, Springer Verlag, 2002. [BibTex]

Agarwal S., Belongie S., "On the Non-Optimality of Four Color Coding of Image Partitions", ICIP, vol. 2, pp. 677-680, 2002. [BibTex]

Donato G., Belongie S., "Approximate Thin Plate Spline Mappings", ECCV, vol. 2, Copenhagen, Denmark, Springer Verlag, pp. 531-542, 2002. [BibTex]

Gamio J., Belongie S., Majumdar S., "Normalized Cuts for Spinal MRI Segmentation", CARS, Paris, France, 2002. [BibTex]

Belongie S., Malik J., Puzicha J., "Matching Shapes", ICCV, vol. 1, pp. 454-461, July, 2001. [BibTex]

Fowlkes C., Belongie S., Malik J., "Efficient Spatiotemporal Grouping Using the Nyström Method", CVPR, December, 2001. [BibTex]

Mori G., Belongie S., Malik J., "Shape Contexts Enable Efficient Retrieval of Similar Shapes", CVPR, December, 2001. [BibTex]

Fowlkes C., Shan Q., Belongie S., Malik J., "Extracting Global Structure from Gene Expression Profiles", CAMDA, Durham, NC, 2001. [BibTex]

Lee K C., Ho J., Kriegman D., Nine Points of Lights: Acquiring Subspaces for Face Recognition under Variable Lighting, , pp. 519–526, 2001. [BibTex]

Ho J., Lee K C., Kriegman D., "On Reducing the Complexity of Illumination Cones for Face Recognition", IEEE CVPR Workshop on Identifying Objects Across Variations in Lighting: Psychophysics and Computation, pp. 56–63, 2001. [BibTex]

Belongie S., Malik J., "Matching with Shape Contexts", Content-based Access of Image and Video Libraries (CBAIVL), Hilton Head, SC, pp. 20-26, 2000. [BibTex]

Belongie S., Malik J., Puzicha J., "Shape Context: A new descriptor for shape matching and object recognition", Neural Information Processing Systems Conference (NIPS), pp. 831-837, December, 2000. [BibTex]

Puzicha J., Belongie S., "Model-based Halftoning for Color Image Segmentation", International Conference on Pattern Recognition (ICPR), vol. 3, Barcelona, Spain, pp. 629-632, 2000. [BibTex]

Malik J., Belongie S., Shi J., Leung T., "Textons, Contours and Regions: Cue Integration in Image Segmentation", IEEE International Conference on Computer Vision (ICCV), pp. 918-925, 1999. [BibTex]

Carson C., Thomas M., Belongie S., Hellerstein J.M., Malik J., "Blobworld: A system for region-based image indexing and retrieval", VISUAL, Amsterdam, pp. 509–516, 1999. [BibTex]

Malik J., Shi J., Belongie S., Leung T., "Grouping in the Normalized Cut Framework", Shape, Contour and Grouping in Computer Vision, vol. LNCS 1681: Springer Verlag, pp. 155-164, 1999. [BibTex]

Belongie S., Carson C., Greenspan H., Malik J., "Color- and Texture-Based Image Segmentation Using EM and Its Application to Content-Based Image Retrieval", IEEE International Conference on Computer Vision (ICCV), pp. 675–682, 1998. [BibTex]

Belongie S., Malik J., "Finding Boundaries in Natural Images: A New Method Using Point Descriptors and Area Completion", European Conference on Computer Vision (ECCV), Freiburg, Germany, June, 1998. [BibTex]

Shi J., Belongie S., Leung T., Malik J., "Image and Video Segmentation: The Normalized Cut Framework", International Conference on Image Processing (ICIP), vol. 1, Chicago, IL, pp. 943-947, 1998. [BibTex]

Carson C., Belongie S., Greenspan H., Malik J., "Region-Based Image Querying", Content-based Access of Image and Video Libraries (CBAIVL), Puerto Rico, pp. 42-49, 1997. [BibTex]

Malik J., Forsyth D., Fleck M., Greenspan H., Leung T., Carson C., Belongie S., Bregler C., "Finding Objects in Image Databases by Grouping", International Conference on Image Processing (ICIP), vol. 2, pp. 761-764, 1996. [BibTex][pdf]

Forsyth D., Malik J., Fleck M., Greenspan H., Leung T., Belongie S., Carson C., Bregler C., "Finding Pictures of Objects in Large Collections of Images", ECCV '96 International Workshop on Object Recognition for Computer Vision, Cambridge, England, pp. 335-360, 1996. [BibTex]

Greenspan H., Belongie S., Perona P., Goodman R., Rakshit S., Anderson C., "Overcomplete Steerable Pyramid Filters and Rotation Invariance", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 222-228, 1994. [BibTex][pdf]

Greenspan H., Belongie S., Perona P., Goodman R., "Rotation Invariant Texture Recognition Using a Steerable Pyramid", International Conference on Pattern Recognition (ICPR), vol. 2, pp. 162-167, 1994. [BibTex][pdf]

Maschion M., Rabaud V., Belongie S., Computer Vision: Fact and Fiction, : UCSD/Calit2, 2005. [BibTex]

Wills J., Agarwal S., Kriegman D., Belongie S., "Toward a Perceptual Space for Gloss", ACM Transactions on Graphics, to appear, 2009. [BibTex][pdf]

Chandraker M., Agarwal S., Kriegman D., Belongie S., "Globally Optimal Algorithms for Stratified Autocalibration", International Journal of Computer Vision (IJCV), no. to appear, 2009. [BibTex]

Kahl F., Agarwal S., Chandraker M., Kriegman D., Belongie S., "Practical Global Optimization for Multiview Geometry", IJCV, vol. 79, no. 3, pp. 271-284, 2008. [BibTex][pdf]

Tu Z., Narr K.L., Dollár P., Dinov I., Thompson P.M., Toga A.W., "Brain Anatomical Structure Segmentation by Hybrid Discriminative/Generative Models", Transactions on Medical Imaging, vol. 27, no. 4, pp. 495-508, April, 2008. [BibTex][pdf]

Koch M., Maltz J., Belongie S., Gangadharan B., Bose S., Bani-Hashemi A., "Automatic coregistration of volumetric images based on implanted fiducial markers", Medical Physics, vol. 35, no. 10, pp. 4513-23, October, 2008. [BibTex]

Wills J., Agarwal S., Belongie S., "A Feature-based Approach for Dense Segmentation and Estimation of Large Disparity Motion", International Journal of Computer Vision (IJCV), vol. 68, no. 2, pp. 125-143, June, 2006. [BibTex][pdf]

Rabinovich A., Krajewski S., Krajewska M., Shabaik A., Hewitt S.M., Belongie S., Reed J.C., Price J.H., "Automated Scanning and Display of Tissue Microarrays", IEEE Transactions on Information Technology in Biomedicine, vol. 10, no. 12, pp. 209-219, April, 2006. [BibTex][pdf]

Mori G., Belongie S., Malik J., "Efficient Shape Matching Using Shape Contexts", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 11, pp. 1832-1837, November, 2005. [BibTex]

Fowlkes C., Belongie S., Chung F., Malik J., "Spectral Grouping Using the Nyström Method", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 26, no. 2, pp. 214-225, Feburary, 2004. [BibTex][pdf]

Gamio J., Belongie S., Majumdar S., "Normalized Cuts in 3D for Spinal MRI Segmentation", IEEE Transactions on Medical Imaging, vol. 23, no. 1, pp. 36-44, January, 2004. [BibTex]

Satya P. Mallick Yuanxin Zhu D., "Detecting Particles in Cyro-EM Micrographs using Learned Features", Journal of Structural Biology, vol. 145, no. 1, pp. 52-62, 2004. [BibTex]

Mallick S.P., Zhu Y., Kriegman D., "Detecting Particles in Cyro-EM Micrographs using Learned Features", Journal of Structural Biology, vol. 145, no. 1, pp. 52-62, 2004. [BibTex]

Belongie S., Malik J., Puzicha J., "Shape Matching and Object Recognition Using Shape Contexts", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, no. 4, pp. 509-522, April, 2002. [BibTex]

Carson C., Belongie S., Greenspan H., Malik J., Blobworld: Color- and Texture-Based Image Segmentation Using EM and Its Application to Image Querying and Classification, , vol. 24, no. 8, pp. 1026-1038, August, 2002. [BibTex]

Malik J., Belongie S., Leung T., Shi J., "Contour and Texture Analysis for Image Segmentation", IJCV, vol. 43, no. 1, pp. 7-27, June, 2001. [BibTex]

Babenko B., Dollár P., Belongie S., Multiple Instance Learning with Query Bags, , 2009. [BibTex][pdf]

Galleguillos C., Belongie S., "Context Based Object Categorization: A Critical Survey", Technical Report CSE UCSD, no. CS2008-092, 08/2008. [BibTex][pdf]

Dollár P., Rabaud V., Belongie S., "Learning to Traverse Image Manifolds", Tech Report, no. CS2007-087: UCSD CSE, 2007. [BibTex][pdf]

Rabinovich A., Vedaldi A., Belongie S., "Does Image Segmentation Improve Object Categorization?", UCSD CSE Technical Report, no. CS2007-090, 2007. [BibTex][pdf]

Dlagnekov L., Belongie S., "Recognizing Cars", UCSD CSE Tech Report, no. CS2005-083, 2005. [BibTex]

Agarwal S., Belongie S., "Segmentation by Example", Technical Report, no. CS2003-076: UCSD, 2003. [BibTex]

Belongie S., Carson C., Greenspan H., Malik J., "Recognition of Images in Large Databases Using a Learning Framework", UC Berkeley CS Tech Report , no. 97-939, 1997. [BibTex]

Belongie S., Blasi R., Murphy K., "Grouping of Color and Texture Features for Automated Image Annotation", Technical Report for CS280: U.C. Berkeley, 1996. [BibTex]