Stefano Soatto - Publications

Affiliations: 
Electrical Engineering University of California, Los Angeles, Los Angeles, CA 
Area:
Computer vision, machine learning, robotics

101 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2019 Hong BW, Koo J, Burger M, Soatto S. Adaptive Regularization of Some Inverse Problems in Image Analysis. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. PMID 31880553 DOI: 10.1109/Tip.2019.2960587  0.383
2018 Achille A, Soatto S. Information Dropout: Learning Optimal Representations Through Noisy Computation. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 29994167 DOI: 10.1109/Tpami.2017.2784440  0.308
2016 Estellers V, Scott MA, Soatto S. Robust Surface Reconstruction Siam Journal On Imaging Sciences. 9: 2073-2098. DOI: 10.1137/15M1048380  0.333
2016 Estellers V, Soatto S. Detecting Occlusions as an Inverse Problem Journal of Mathematical Imaging and Vision. 54: 181-198. DOI: 10.1007/S10851-015-0596-6  0.391
2015 Hong BW, Soatto S. Shape Matching Using Multiscale Integral Invariants. Ieee Transactions On Pattern Analysis and Machine Intelligence. 37: 151-60. PMID 26353215 DOI: 10.1109/Tpami.2014.2342215  0.319
2015 Estellers V, Soatto S, Bresson X. Adaptive regularization with the structure tensor. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. 24: 1777-90. PMID 25769155 DOI: 10.1109/Tip.2015.2409562  0.361
2014 Doretto G, Ravichandran A, Vidal R, Soatto S. Dynamical Systems in Video Analysis Academic Press Library in Signal Processing. 4: 461-487. DOI: 10.1016/B978-0-12-396501-1.00016-9  0.738
2014 Valente L, Tsai YHR, Soatto S. Information-seeking control under visibility-based uncertainty Journal of Mathematical Imaging and Vision. 48: 339-358. DOI: 10.1007/S10851-013-0423-X  0.308
2014 Micheli M, Lou Y, Soatto S, Bertozzi AL. A linear systems approach to imaging through turbulence Journal of Mathematical Imaging and Vision. 48: 185-201. DOI: 10.1007/S10851-012-0410-7  0.396
2013 Lou Y, Kang SH, Soatto S, Bertozzi AL. Video stabilization of atmospheric turbulence distortion Inverse Problems and Imaging. 7: 839-861. DOI: 10.3934/Ipi.2013.7.839  0.341
2013 Taylor B, Ayvaci A, Ravichandran A, Soatto S. Semantic video segmentation from occlusion relations within a convex optimization framework Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 8081: 195-208. DOI: 10.1007/978-3-642-40395-8_15  0.774
2012 Ayvaci A, Soatto S. Detachable object detection: segmentation and depth ordering from short-baseline video. Ieee Transactions On Pattern Analysis and Machine Intelligence. 34: 1942-51. PMID 22201065 DOI: 10.1109/Tpami.2011.271  0.788
2012 Georgiadis G, Ravichandran A, Soatto S, Chiuso A. Encoding scene structures for video compression Proceedings of Spie - the International Society For Optical Engineering. 8499. DOI: 10.1117/12.930318  0.708
2012 Yi Z, Soatto S, Dewan M, Zhan Y. Information forests 2012 Information Theory and Applications Workshop, Ita 2012 - Conference Proceedings. 143-146. DOI: 10.1109/ITA.2012.6181810  0.411
2012 Raptis M, Kokkinos I, Soatto S. Discovering discriminative action parts from mid-level video representations Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 1242-1249. DOI: 10.1109/CVPR.2012.6247807  0.725
2012 Georgiadis G, Ayvaci A, Soatto S. Actionable saliency detection: Independent motion detection without independent motion estimation Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 646-653. DOI: 10.1109/CVPR.2012.6247732  0.786
2012 Lee T, Soatto S. WITHDRAWN: Video-based descriptors for object recognition Image and Vision Computing. DOI: 10.1016/J.Imavis.2012.08.004  0.33
2012 Lee T, Soatto S. Video-based descriptors for object recognition Image and Vision Computing. DOI: 10.1016/J.Imavis.2011.08.003  0.369
2012 Ayvaci A, Raptis M, Soatto S. Sparse occlusion detection with optical flow International Journal of Computer Vision. 97: 322-338. DOI: 10.1007/S11263-011-0490-7  0.776
2012 Ravichandran A, Wang C, Raptis M, Soatto S. SuperFloxels: A mid-level representation for video sequences Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 7585: 131-140. DOI: 10.1007/978-3-642-33885-4_14  0.704
2012 Ayvaci A, Jin H, Lin Z, Cohen S, Soatto S. Video upscaling via spatio-temporal self-similarity Proceedings - International Conference On Pattern Recognition. 2190-2193.  0.756
2011 Yi Z, Soatto S. Multimodal registration via spatial-context mutual information. Information Processing in Medical Imaging : Proceedings of the ... Conference. 22: 424-35. PMID 21761675 DOI: 10.1007/978-3-642-22092-0_35  0.532
2011 Ayvaci A, Yan P, Xu S, Soatto S, Kruecker J. Biopsy needle detection in transrectal ultrasound. Computerized Medical Imaging and Graphics : the Official Journal of the Computerized Medical Imaging Society. 35: 653-9. PMID 21531538 DOI: 10.1016/J.Compmedimag.2011.03.005  0.771
2011 Jones ES, Soatto S. Visual-inertial navigation, mapping and localization: A scalable real-time causal approach International Journal of Robotics Research. 30: 407-430. DOI: 10.1177/0278364910388963  0.745
2011 Sundaramoorthi G, Mennucci A, Soatto S, Yezzi A. A new geometric metric in the space of curves, and applications to tracking deforming objects by prediction and filtering Siam Journal On Imaging Sciences. 4: 109-145. DOI: 10.1137/090781139  0.395
2011 Lou Y, Bertozzi AL, Soatto S. Direct sparse deblurring Journal of Mathematical Imaging and Vision. 39: 1-12. DOI: 10.1007/S10851-010-0220-8  0.35
2011 Ayvaci A, Soatto S. Detachable object detection with efficient model selection Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 6819: 191-204. DOI: 10.1007/978-3-642-23094-3_14  0.78
2010 Ko T, Ahmadian S, Hicks J, Rahimi M, Estrin D, Soatto S, Coe S, Hamilton MP. Heartbeat of a nest: Using imagers as biological sensors Acm Transactions On Sensor Networks. 6. DOI: 10.1145/1754414.1754415  0.659
2010 Ling H, Soatto S, Ramanathan N, Jacobs DW. Face verification across age progression using discriminative methods Ieee Transactions On Information Forensics and Security. 5: 82-91. DOI: 10.1109/Tifs.2009.2038751  0.667
2010 Raptis M, Wnuk K, Soatto S. Spike train driven dynamical models for human actions Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 2077-2084. DOI: 10.1109/CVPR.2010.5539885  0.718
2010 Belhumeur P, Ikeuchi K, Prados E, Soatto S, Sturm P. Editorial for the special issue on photometric analysis for computer vision International Journal of Computer Vision. 86: 125-126. DOI: 10.1007/S11263-009-0292-3  0.373
2010 Raptis M, Soatto S. Tracklet descriptors for action modeling and video analysis Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 6311: 577-590. DOI: 10.1007/978-3-642-15549-9_42  0.686
2010 Vedaldi A, Ling H, Soatto S. Knowing a good feature when you see it: Ground truth and methodology to evaluate local features for recognition Studies in Computational Intelligence. 285: 27-49. DOI: 10.1007/978-3-642-12848-6_2  0.71
2010 Ayvaci A, Raptis M, Soatto S. Occlusion detection and motion estimation with convex optimization Advances in Neural Information Processing Systems 23: 24th Annual Conference On Neural Information Processing Systems 2010, Nips 2010 0.789
2009 Ayvaci A, Soatto S. Motion segmentation with occlusions on the superpixel graph 2009 Ieee 12th International Conference On Computer Vision Workshops, Iccv Workshops 2009. 727-734. DOI: 10.1109/ICCVW.2009.5457630  0.748
2009 Yi Z, Soatto S. Nonrigid registration combining global and local statistics 2009 Ieee Computer Society Conference On Computer Vision and Pattern Recognition Workshops, Cvpr Workshops 2009. 2200-2207. DOI: 10.1109/CVPRW.2009.5206637  0.54
2009 Ni K, Hong BW, Soatto S, Chan T. Unsupervised multiphase segmentation: A recursive approach Computer Vision and Image Understanding. 113: 502-510. DOI: 10.1016/J.Cviu.2008.12.006  0.35
2009 Bissacco A, Soatto S. Hybrid dynamical models of human motion for the recognition of human gaits International Journal of Computer Vision. 85: 101-114. DOI: 10.1007/S11263-009-0248-7  0.8
2009 Hong BW, Soatto S, Vese LA. Enforcing local context into shape statistics Advances in Computational Mathematics. 31: 185-213. DOI: 10.1007/S10444-008-9104-5  0.364
2008 Vedaldi A, Guidi G, Soatto S. Joint data alignment up to (lossy) transformations 26th Ieee Conference On Computer Vision and Pattern Recognition, Cvpr. DOI: 10.1109/CVPR.2008.4587781  0.647
2008 Vedaldi A, Soatto S. Relaxed matching kernels for robust image comparison 26th Ieee Conference On Computer Vision and Pattern Recognition, Cvpr. DOI: 10.1109/CVPR.2008.4587619  0.631
2008 Jackson JD, Yezzi AJ, Soatto S. Dynamic shape and appearance modeling via moving and deforming layers International Journal of Computer Vision. 79: 71-84. DOI: 10.1007/S11263-007-0097-1  0.419
2008 Jin H, Cremers D, Wang D, Prados E, Yezzi A, Soatto S. 3-D reconstruction of shaded objects from multiple images under unknown illumination International Journal of Computer Vision. 76: 245-256. DOI: 10.1007/S11263-007-0055-Y  0.385
2008 Vedaldi A, Soatto S. Quick shift and kernel methods for mode seeking Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 5305: 705-718. DOI: 10.1007/978-3-540-88693-8-52  0.618
2008 Fulkerson B, Vedaldi A, Soatto S. Localizing objects with smart dictionaries Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 5302: 179-192. DOI: 10.1007/978-3-540-88682-2-15  0.669
2007 Bissacco A, Chiuso A, Soatto S. Classification and recognition of dynamical models: the role of phase, independent components, kernels and optimal transport. Ieee Transactions On Pattern Analysis and Machine Intelligence. 29: 1958-72. PMID 17848777 DOI: 10.1109/Tpami.2007.1101  0.795
2007 Yi Z, Soatto S. Correspondence transfer for the registration of multimodal images Proceedings of the Ieee International Conference On Computer Vision. DOI: 10.1109/ICCV.2007.4409074  0.475
2007 Ling H, Soatto S, Ramanathan N, Jacobs DW. A study of face recognition as people age Proceedings of the Ieee International Conference On Computer Vision. DOI: 10.1109/ICCV.2007.4409069  0.578
2007 Ling H, Soatto S. Proximity distribution kernels for geometric context in category recognition Proceedings of the Ieee International Conference On Computer Vision. DOI: 10.1109/ICCV.2007.4408859  0.414
2007 Bissacco A, Soatto S. On the blind classification of time series Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. DOI: 10.1109/CVPR.2007.383333  0.768
2007 Bissacco A, Yang MH, Soatto S. Fast human pose estimation using appearance and motion via multi-dimensional boosting regression Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. DOI: 10.1109/CVPR.2007.383129  0.777
2007 Vedaldi A, Guidi G, Soatto S. Moving forward in structure from motion Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. DOI: 10.1109/CVPR.2007.383117  0.645
2007 Jin H, Yezzi AJ, Soatto S. Mumford-Shah on the move: Region-based segmentation on deforming manifolds with application to 3-D reconstruction of shape and appearance from multi-view images Journal of Mathematical Imaging and Vision. 29: 219-234. DOI: 10.1007/S10851-007-0030-9  0.39
2007 Soatto S. On the distance between non-stationary time series Lecture Notes in Control and Information Sciences. 364: 285-299. DOI: 10.1007/978-3-540-73570-0_22  0.4
2007 Mason R, Radford J, Kumar D, Walters R, Fulkerson B, Jones E, Caldwell D, Meltzer J, Alon Y, Shashua A, Hattori H, Frazzoli E, Soatto S. The Golem Group/UCLA autonomous ground vehicle in the DARPA Grand Challenge Springer Tracts in Advanced Robotics. 36: 205-243. DOI: 10.1007/978-3-540-73429-1_7  0.696
2007 Vedaldi A, Soatto S. A complexity-distortion approach to joint pattern alignment Advances in Neural Information Processing Systems. 1425-1432.  0.638
2007 Bissacco A, Yang MH, Soatto S. Detecting humans via their pose Advances in Neural Information Processing Systems. 169-176.  0.774
2006 Doretto G, Soatto S. Dynamic shape and appearance models. Ieee Transactions On Pattern Analysis and Machine Intelligence. 28: 2006-19. PMID 17108373 DOI: 10.1109/Tpami.2006.243  0.72
2006 Manay S, Cremers D, Hong BW, Yezzi AJ, Soatto S. Integral invariants for shape matching. Ieee Transactions On Pattern Analysis and Machine Intelligence. 28: 1602-18. PMID 16986542 DOI: 10.1109/Tpami.2006.208  0.334
2006 Mar JM, Bissacco A, Soatto S, Ghias S. High performance feature detection on a reconfigurable Co-processor Proceedings - 14th Annual Ieee Symposium On Field-Programmable Custom Computing Machines, Fccm 2006. 341-342. DOI: 10.1109/FCCM.2006.50  0.737
2006 Bissacco A, Soatto S. Classifying human dynamics without contact forces Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 2: 1678-1685. DOI: 10.1109/CVPR.2006.75  0.776
2006 Vedaldi A, Soatto S. Local features, all grown up Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 2: 1753-1760. DOI: 10.1109/CVPR.2006.176  0.599
2006 Duci A, Yezzi AJ, Mitter SK, Soatto S. Region matching with missing parts Image and Vision Computing. 24: 271-277. DOI: 10.1016/J.Imavis.2005.07.021  0.364
2006 Cremers D, Osher SJ, Soatto S. Kernel density estimation and intrinsic alignment for shape priors in level set segmentation International Journal of Computer Vision. 69: 335-351. DOI: 10.1007/S11263-006-7533-5  0.385
2006 Vidal R, Ma Y, Soatto S, Sastry S. Two-view multibody structure from motion International Journal of Computer Vision. 68: 7-25. DOI: 10.1007/S11263-005-4839-7  0.39
2006 Duci A, Yezzi A, Soatto S, Rocha K. Harmonic embeddings for linear shape analysis Journal of Mathematical Imaging and Vision. 25: 341-352. DOI: 10.1007/S10851-006-7249-8  0.326
2006 Vedaldi A, Soatto S. Viewpoint induced deformation statistics and the design of viewpoint invariant features: Singularities and occlusions Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 3952: 360-373. DOI: 10.1007/11744047_28  0.65
2006 Doretto G, Soatto S. Modeling dynamic scenes: An overview of dynamic textures Handbook of Mathematical Models in Computer Vision. 341-355. DOI: 10.1007/0-387-28831-7_21  0.722
2006 Mason R, Radford J, Kumar D, Walters R, Fulkerson B, Jones E, Caldwell D, Meltzer J, Alon Y, Shashua A, Hattori H, Frazzoli E, Soatto S. The Golem Group/University of California at Los Angeles autonomous ground vehicle in the DARPA Grand Challenge Journal of Field Robotics. 23: 527-553. DOI: 10.1002/Rob.20137  0.728
2005 Favaro P, Soatto S. A geometric approach to shape from defocus. Ieee Transactions On Pattern Analysis and Machine Intelligence. 27: 406-17. PMID 15747795 DOI: 10.1109/Tpami.2005.43  0.394
2005 Vedaldi A, Soatto S. Features for recognition: Viewpoint invariance for non-planar scenes Proceedings of the Ieee International Conference On Computer Vision. 1474-1481. DOI: 10.1109/ICCV.2005.99  0.643
2005 Vedaldi A, Tin H, Favaro P, Soatto S. KALMANSAC: Robust filtering by consensus Proceedings of the Ieee International Conference On Computer Vision. 633-640. DOI: 10.1109/ICCV.2005.130  0.647
2005 Jin H, Soatto S, Yezzi AJ. Multi-view stereo reconstruction of dense shape and complex appearance International Journal of Computer Vision. 63: 175-189. DOI: 10.1007/S11263-005-6876-7  0.37
2005 Cremers D, Soatto S. Motion competition: A variational approach to piecewise parametric motion segmentation International Journal of Computer Vision. 62: 249-265. DOI: 10.1007/S11263-005-4882-4  0.432
2004 Doretto G, Jones E, Soatto S. Spatially Homogeneous Dynamic Textures Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 3022: 591-602.  0.697
2004 Saisan P, Bissacco A, Chiuso A, Soatto S. Modeling and synthesis of facial motion driven by speech Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 3023: 456-467.  0.784
2004 Jackson JD, Yezzi AJ, Soatto S. Tracking deformable moving objects under severe occlusions Proceedings of the Ieee Conference On Decision and Control. 3: 2990-2995.  0.316
2003 Doretto G, Soatto S. Editable dynamic textures Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 2: II/137-II/142. DOI: 10.1145/1242073.1242190  0.651
2003 Jin H, Yezzi AJ, Tsai YH, Cheng LT, Soatto S. Estimation of 3D Surface Shape and Smooth Radiance from 2D Images: A Level Set Approach Journal of Scientific Computing. 19: 267-292. DOI: 10.1023/A:1025308109816  0.37
2003 Yezzi A, Soatto S. Stereoscopic segmentation International Journal of Computer Vision. 53: 31-43. DOI: 10.1023/A:1023079624234  0.403
2003 Yezzi AJ, Soatto S. Deformotion: Deforming motion, shape average and the joint registration and approximation of structures in images International Journal of Computer Vision. 53: 153-167. DOI: 10.1023/A:1023048024042  0.417
2003 Favaro P, Mennucci A, Soatto S. Observing shape from defocused images International Journal of Computer Vision. 52: 25-43. DOI: 10.1023/A:1022366408068  0.341
2003 Doretto G, Chiuso A, Wu YN, Soatto S. Dynamic textures International Journal of Computer Vision. 51: 91-109. DOI: 10.1023/A:1021669406132  0.715
2003 Bissacco A, Saisan P, Soatto S. Modeling Human Gaits with Subtleties Ifac Proceedings Volumes. 36: 1375-1380. DOI: 10.1016/S1474-6670(17)34952-2  0.785
2003 Jin H, Favaro P, Soatto S. A semi-direct approach to structure from motion Visual Computer. 19: 377-394. DOI: 10.1007/s00371-003-0202-6  0.347
2003 Doretto G, Cremers D, Favaro P, Soatto S. Dynamic texture segmentation Proceedings of the Ieee International Conference On Computer Vision. 2: 1236-1242.  0.695
2002 Mazzaro C, Sznaier M, Camps O, Soatto S, Bissacco A. A model (In)validation approach to gait recognition Proceedings - 1st International Symposium On 3d Data Processing Visualization and Transmission, 3dpvt 2002. 700-703. DOI: 10.1109/TDPVT.2002.1024144  0.757
2002 Chiuso A, Favaro P, Jin H, Soatto S. Structure from motion causally integrated over time Ieee Transactions On Pattern Analysis and Machine Intelligence. 24: 523-535. DOI: 10.1109/34.993559  0.39
2002 Cuzzolin F, Frezza R, Bissacco A, Soatto S. Towards unsupervised detection of actions in clutter Conference Record of the Asilomar Conference On Signals, Systems and Computers. 1: 463-467.  0.725
2001 Saisan P, Doretto G, Wu YN, Soatto S. Dynamic texture recognition Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 2: II58-II63.  0.688
2001 Bissacco A, Chiuso A, Ma Y, Soatto S. Recognition of human gaits Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 2: II52-II57.  0.77
2000 Ma Y, Soatto S, Košecká J, Sastry S. Euclidean reconstruction and reprojection up to subgroups International Journal of Computer Vision. 38: 219-229. DOI: 10.1023/A:1008143307025  0.39
1998 Soatto S, Perona P. Reducing structure from motion: a general framework for dynamic vision part 2: implementation and experimental assessment Ieee Transactions On Pattern Analysis and Machine Intelligence. 20: 943-960. DOI: 10.1109/34.713361  0.607
1998 Soatto S, Perona P. Reducing structure from motion: a general framework for dynamic vision part 1 : modeling Ieee Transactions On Pattern Analysis and Machine Intelligence. 20: 933-942. DOI: 10.1109/34.713360  0.612
1998 Frezza R, Picci G, Soatto S. A lagrangian formulation of nonholonomic path following Lecture Notes in Control and Information Sciences. 118-133. DOI: 10.1007/Bfb0109667  0.332
1997 Soatto S, Perona P. Recursive 3-D Visual Motion Estimation Using Subspace Constraints International Journal of Computer Vision. 22: 235-259. DOI: 10.1023/A:1007930700152  0.61
1997 Soatto S. 3-D Structure from Visual Motion: Modeling, Representation and Observability Automatica. 33: 1287-1312. DOI: 10.1016/S0005-1098(97)00048-4  0.425
1997 Soatto S, Perona P. Motion from fixation Real-Time Imaging. 3: 129-153. DOI: 10.1006/Rtim.1996.0052  0.593
1996 Soatto S, Frezza R, Perona P. Motion estimation via dynamic vision Ieee Transactions On Automatic Control. 41: 393-413. DOI: 10.1109/9.486640  0.581
1995 Soatto S, Frezza R, Perona P. Structure From Visual Motion as a Nonlinear Observation Problem 1 Ifac Proceedings Volumes. 28: 81-86. DOI: 10.1016/S1474-6670(17)46810-8  0.577
1994 Soatto S, Perona P. Structure-independent visual motion control on the essential manifold Ifac Proceedings Volumes. 27: 869-876. DOI: 10.1016/S1474-6670(17)47409-X  0.571
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