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Song Chun Zhu - Publications

Affiliations: 
Computer Science University of California, Los Angeles, Los Angeles, CA 
Area:
computer vision; statistical modeling and computing; vision and visual arts; machine learning
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86 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
2020 Xing X, Gao R, Han T, Zhu SC, Wu YN. Deformable Generator Networks: Unsupervised Disentanglement of Appearance and Geometry. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 32749961 DOI: 10.1109/Tpami.2020.3013905  0.435
2020 Zhang Q, Ren J, Huang G, Cao R, Wu YN, Zhu SC. Mining Interpretable AOG Representations from Convolutional Networks via Active Question Answering. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 32396071 DOI: 10.1109/Tpami.2020.2993147  0.328
2020 Zhang Q, Wang X, Cao R, Wu YN, Shi F, Zhu SC. Extracting an Explanatory Graph to Interpret a CNN. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 32386138 DOI: 10.1109/Tpami.2020.2992207  0.37
2020 Zhang Q, Wang X, Wu YN, Zhou H, Zhu SC. Interpretable CNNs for Object Classification. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 32224452 DOI: 10.1109/Tpami.2020.2982882  0.34
2020 Qi S, Jia B, Huang S, Wei P, Zhu SC. A Generalized Earley Parser for Human Activity Parsing and Prediction. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 32142420 DOI: 10.1109/Tpami.2020.2976971  0.351
2020 Nan Z, Shu T, Gong R, Wang S, Wei P, Zhu S, Zheng N. Learning to infer human attention in daily activities Pattern Recognition. 103: 107314. DOI: 10.1016/J.Patcog.2020.107314  0.363
2020 Zhu Y, Gao T, Fan L, Huang S, Edmonds M, Liu H, Gao F, Zhang C, Qi S, Wu YN, Tenenbaum JB, Zhu S. Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common Sense Engineering. 6: 310-345. DOI: 10.1016/J.Eng.2020.01.011  0.322
2019 Xie J, Zhu SC, Wu YN. Learning Energy-based Spatial-Temporal Generative ConvNets for Dynamic Patterns. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 31425020 DOI: 10.1109/Tpami.2019.2934852  0.371
2019 Edmonds M, Gao F, Liu H, Xie X, Qi S, Rothrock B, Zhu Y, Wu YN, Lu H, Zhu S. A tale of two explanations: Enhancing human trust by explaining robot behavior Science Robotics. 4: eaay4663. DOI: 10.1126/scirobotics.aay4663  0.706
2019 Hill M, Nijkamp E, Zhu S. Building a telescope to look into high-dimensional image spaces Quarterly of Applied Mathematics. 77: 269-321. DOI: 10.1090/Qam/1532  0.302
2018 Xie J, Lu Y, Gao R, Zhu SC, Wu YN. Cooperative Learning of Descriptor and Generator Networks. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 30387724 DOI: 10.1109/Tpami.2018.2879081  0.435
2018 Lu Y, Gao R, Zhu S, Wu YN. Exploring generative perspective of convolutional neural networks by learning random field models Statistics and Its Interface. 11: 515-529. DOI: 10.4310/Sii.2018.V11.N3.A13  0.335
2018 Zhang Q, Zhu S. Visual interpretability for deep learning: a survey Frontiers of Information Technology & Electronic Engineering. 19: 27-39. DOI: 10.1631/Fitee.1700808  0.338
2018 Zhang Q, Wu YN, Zhang H, Zhu S. Mining deep And-Or object structures via cost-sensitive question-answer-based active annotations Computer Vision and Image Understanding. 33-44. DOI: 10.1016/J.Cviu.2018.09.008  0.375
2018 Jiang C, Qi S, Zhu Y, Huang S, Lin J, Yu L, Terzopoulos D, Zhu S. Configurable 3D Scene Synthesis and 2D Image Rendering with Per-pixel Ground Truth Using Stochastic Grammars International Journal of Computer Vision. 126: 920-941. DOI: 10.1007/S11263-018-1103-5  0.467
2017 Shu T, Peng Y, Fan L, Lu H, Zhu SC. Perception of Human Interaction Based on Motion Trajectories: From Aerial Videos to Decontextualized Animations. Topics in Cognitive Science. PMID 29214731 DOI: 10.1111/Tops.12313  0.354
2017 Park S, Nie X, Zhu SC. Attribute And-Or Grammar for Joint Parsing of Human Pose, Parts and Attributes. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 28749346 DOI: 10.1109/Tpami.2017.2731842  0.406
2017 Xie D, Shu T, Todorovic S, Zhu SC. Learning and Inferring "Dark Matter" and Predicting Human Intents and Trajectories in Videos. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 28727549 DOI: 10.1109/Tpami.2017.2728788  0.334
2017 Liu X, Zhao Y, Zhu SC. Single-View 3D Scene Reconstruction and Parsing by Attribute Grammar. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 28368817 DOI: 10.1109/Tpami.2017.2689007  0.402
2017 Li W, Joo J, Qi H, Zhu S. Joint Image-Text News Topic Detection and Tracking by Multimodal Topic And-Or Graph Ieee Transactions On Multimedia. 19: 367-381. DOI: 10.1109/Tmm.2016.2616279  0.356
2016 Wu T, Lu Y, Zhu SC. Online Object Tracking, Learning and Parsing with And-Or Graphs. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 28026751 DOI: 10.1109/Tpami.2016.2644963  0.602
2016 Wei P, Zhao Y, Zheng N, Zhu SC. Modeling 4D Human-Object Interactions for Joint Event Segmentation, Recognition, and Object Localization. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 27254859 DOI: 10.1109/Tpami.2016.2574712  0.401
2016 Fire A, Zhu S. Learning Perceptual Causality from Video Acm Transactions On Intelligent Systems and Technology. 7: 1-22. DOI: 10.1145/2809782  0.409
2016 Xie J, Lu Y, Zhu SC, Wu YN. Inducing wavelets into random fields via generative boosting Applied and Computational Harmonic Analysis. 41: 4-25. DOI: 10.1016/J.Acha.2015.08.004  0.447
2015 Zhu J, Wu T, Zhu SC, Yang X, Zhang W. A Reconfigurable Tangram Model for Scene Representation and Categorization. Ieee Transactions On Image Processing : a Publication of the Ieee Signal Processing Society. PMID 26561434 DOI: 10.1109/Tip.2015.2498407  0.649
2015 Wu T, Li B, Zhu SC. Learning And-Or Models to Represent Context and Occlusion for Car Detection and Viewpoint Estimation. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 26552076 DOI: 10.1109/Tpami.2015.2497699  0.615
2015 Wang S, Wang Y, Zhu SC. Learning Hierarchical Space Tiling for Scene Modeling, Parsing and Attribute Tagging. Ieee Transactions On Pattern Analysis and Machine Intelligence. 37: 2478-2491. PMID 26539852 DOI: 10.1109/Tpami.2015.2424880  0.463
2015 Hu W, Zhu SC. Learning 3D Object Templates by Quantizing Geometry and Appearance Spaces. Ieee Transactions On Pattern Analysis and Machine Intelligence. 37: 1190-205. PMID 26357342 DOI: 10.1109/Tpami.2014.2362141  0.619
2015 Wu T, Zhu SC. Learning Near-Optimal Cost-Sensitive Decision Policy for Object Detection. Ieee Transactions On Pattern Analysis and Machine Intelligence. 37: 1013-27. PMID 26353325 DOI: 10.1109/Tpami.2014.2359653  0.528
2015 Shu T, Xie D, Rothrock B, Todorovic S, Zhu SC. Joint inference of groups, events and human roles in aerial videos Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 7: 4576-4584. DOI: 10.1109/CVPR.2015.7299088  0.679
2015 Nie BX, Xiong C, Zhu SC. Joint action recognition and pose estimation from video Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 7: 1293-1301. DOI: 10.1109/CVPR.2015.7298734  0.317
2015 Zheng B, Zhao Y, Yu J, Ikeuchi K, Zhu S. Scene Understanding by Reasoning Stability and Safety International Journal of Computer Vision. 112: 221-238. DOI: 10.1007/S11263-014-0795-4  0.373
2015 Han Z, Xu Z, Zhu S. Video Primal Sketch: A Unified Middle-Level Representation for Video Journal of Mathematical Imaging and Vision. 53: 151-170. DOI: 10.1007/S10851-015-0563-2  0.377
2014 Yao BZ, Nie BX, Liu Z, Zhu SC. Animated pose templates for modeling and detecting human actions. Ieee Transactions On Pattern Analysis and Machine Intelligence. 36: 436-52. PMID 24457502 DOI: 10.1109/Tpami.2013.144  0.447
2014 Tu K, Meng M, Lee MW, Choe TE, Zhu SC. Joint video and text parsing for understanding events and answering queries Ieee Multimedia. 21: 42-70. DOI: 10.1109/Mmul.2014.29  0.377
2014 Xie J, Hu W, Zhu S, Wu YN. Learning Sparse FRAME Models for Natural Image Patterns International Journal of Computer Vision. 114: 91-112. DOI: 10.1007/S11263-014-0757-X  0.664
2013 Si Z, Zhu SC. Learning AND-OR templates for object recognition and detection. Ieee Transactions On Pattern Analysis and Machine Intelligence. 35: 2189-205. PMID 23868779 DOI: 10.1109/Tpami.2013.35  0.635
2013 Rothrock B, Park S, Zhu SC. Integrating grammar and segmentation for human pose estimation Proceedings of the Ieee Computer Society Conference On Computer Vision and Pattern Recognition. 3214-3221. DOI: 10.1109/CVPR.2013.413  0.74
2013 Hong Y, Si Z, Hu W, Zhu S, Wu YN. Unsupervised learning of compositional sparse code for natural image representation Quarterly of Applied Mathematics. 72: 373-406. DOI: 10.1090/S0033-569X-2013-01361-5  0.689
2013 Pei M, Si Z, Yao BZ, Zhu S. Learning and parsing video events with goal and intent prediction Computer Vision and Image Understanding. 117: 1369-1383. DOI: 10.1016/J.Cviu.2012.12.003  0.574
2012 Zhu SC, Xu ZL, Meng HJ, Zhou J, Chen H. Effect of magnetic field on the accumulation of polyhydroxyalkanoates (PHAs) by microorganism in activated sludge. Bioprocess and Biosystems Engineering. 35: 985-91. PMID 22262086 DOI: 10.1007/s00449-012-0683-7  0.446
2012 Si Z, Zhu SC. Learning Hybrid Image Templates (HIT) by Information Projection. Ieee Transactions On Pattern Analysis and Machine Intelligence. 34: 1354-67. PMID 22144518 DOI: 10.1109/Tpami.2011.227  0.629
2012 Zhao Y, Gong H, Jia Y, Zhu S. Background modeling by subspace learning on spatio-temporal patches Pattern Recognition Letters. 33: 1134-1147. DOI: 10.1016/J.Patrec.2012.01.012  0.429
2011 Porway J, Zhu SC. C4: Exploring Multiple Solutions in Graphical Models by Cluster Sampling. Ieee Transactions On Pattern Analysis and Machine Intelligence. 33: 1713-27. PMID 21321365 DOI: 10.1109/Tpami.2011.27  0.354
2011 Rothrock B, Zhu SC. Human parsing using stochastic and-or grammars and rich appearances Proceedings of the Ieee International Conference On Computer Vision. 640-647. DOI: 10.1109/ICCVW.2011.6130303  0.745
2011 Gong H, Zhu S. Intrackability: Characterizing Video Statistics and Pursuing Video Representations International Journal of Computer Vision. 97: 255-275. DOI: 10.1007/S11263-011-0486-3  0.393
2010 Lin L, Liu X, Zhu SC. Layered graph matching with composite cluster sampling. Ieee Transactions On Pattern Analysis and Machine Intelligence. 32: 1426-42. PMID 20558875 DOI: 10.1109/Tpami.2009.150  0.389
2010 Suo J, Zhu SC, Shan S, Chen X. A compositional and dynamic model for face aging. Ieee Transactions On Pattern Analysis and Machine Intelligence. 32: 385-401. PMID 20075467 DOI: 10.1109/Tpami.2009.39  0.331
2010 Si Z, Gong H, Zhu S, Wu YN. Learning Active Basis Models by EM-Type Algorithms Statistical Science. 25: 458-475. DOI: 10.1214/09-Sts281  0.628
2010 Zhu S, Shi K, Si Z. Learning explicit and implicit visual manifolds by information projection Pattern Recognition Letters. 31: 667-685. DOI: 10.1016/j.patrec.2009.07.020  0.471
2010 Wu T, Zhu S. A Numerical Study of the Bottom-Up and Top-Down Inference Processes in And-Or Graphs International Journal of Computer Vision. 93: 226-252. DOI: 10.1007/S11263-010-0346-6  0.549
2009 Han F, Zhu SC. Bottom-up/top-down image parsing with attribute grammar. Ieee Transactions On Pattern Analysis and Machine Intelligence. 31: 59-73. PMID 19029546 DOI: 10.1109/Tpami.2008.65  0.438
2009 Zeng K, Zhao M, Xiong C, Zhu S. From image parsing to painterly rendering Acm Transactions On Graphics. 29: 1-11. DOI: 10.1145/1640443.1640445  0.547
2009 Porway J, Wang Q, Zhu SC. A Hierarchical and Contextual Model for Aerial Image Parsing International Journal of Computer Vision. 88: 254-283. DOI: 10.1007/S11263-009-0306-1  0.473
2009 Wu YN, Si Z, Gong H, Zhu S. Learning Active Basis Model for Object Detection and Recognition International Journal of Computer Vision. 90: 198-235. DOI: 10.1007/S11263-009-0287-0  0.607
2008 Xu Z, Chen H, Zhu SC, Luo J. A hierarchical compositional model for face representation and sketching. Ieee Transactions On Pattern Analysis and Machine Intelligence. 30: 955-69. PMID 18421103 DOI: 10.1109/Tpami.2008.50  0.593
2007 Han F, Zhu SC. A two-level generative model for cloth representation and shape from shading. Ieee Transactions On Pattern Analysis and Machine Intelligence. 29: 1230-43. PMID 17496380 DOI: 10.1109/Tpami.2007.1040  0.409
2007 Barbu A, Zhu SC. Generalizing Swendsen-Wang for image analysis Journal of Computational and Graphical Statistics. 16: 877-900. DOI: 10.1198/106186007X255144  0.706
2007 Wu YN, Li J, Liu Z, Zhu S. Statistical Principles in Image Modeling Technometrics. 49: 249-261. DOI: 10.1198/004017007000000236  0.414
2007 Wu YN, Guo C, Zhu S. From information scaling of natural images to regimes of statistical models Quarterly of Applied Mathematics. 66: 81-122. DOI: 10.1090/S0033-569X-07-01063-2  0.415
2007 Guo C, Zhu S, Wu YN. Primal sketch: Integrating structure and texture Computer Vision and Image Understanding. 106: 5-19. DOI: 10.1016/J.Cviu.2005.09.004  0.66
2006 Chen H, Zhu SC. A generative sketch model for human hair analysis and synthesis. Ieee Transactions On Pattern Analysis and Machine Intelligence. 28: 1025-40. PMID 16792093 DOI: 10.1109/Tpami.2006.131  0.435
2006 Tu Z, Zhu SC. Parsing images into regions, curves, and curve groups International Journal of Computer Vision. 69: 223-249. DOI: 10.1007/S11263-006-6995-9  0.41
2006 Maciuca R, Zhu SC. First hitting time analysis of the independence metropolis sampler Journal of Theoretical Probability. 19: 235-261. DOI: 10.1007/s10959-006-0002-9  0.627
2006 Barbu A, Zhu SC. On the relationship between image and motion segmentation Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 3667: 51-63. DOI: 10.1007/11676959_5  0.733
2005 Barbu A, Zhu SC. Generalizing Swendsen-Wang to sampling arbitrary posterior probabilities Ieee Transactions On Pattern Analysis and Machine Intelligence. 27: 1239-1253. PMID 16119263 DOI: 10.1109/Tpami.2005.161  0.715
2005 Wang Y, Bahrami S, Zhu SC. Perceptual scale space and its applications Proceedings of the Ieee International Conference On Computer Vision. 58-65. DOI: 10.1007/S11263-008-0138-4  0.399
2005 Tu Z, Chen X, Yuille AL, Zhu SC. Image parsing: Unifying segmentation, detection, and recognition International Journal of Computer Vision. 63: 113-140. DOI: 10.1007/S11263-005-6642-X  0.462
2005 Zhu S, Guo C, Wang Y, Xu Z. What are Textons International Journal of Computer Vision. 62: 121-143. DOI: 10.1007/S11263-005-4638-1  0.748
2004 Han F, Tu Z, Zhu SC. Range image segmentation by an effective jump-diffusion method. Ieee Transactions On Pattern Analysis and Machine Intelligence. 26: 1138-53. PMID 15742890 DOI: 10.1109/Tpami.2004.70  0.406
2003 Zhu S. Statistical modeling and conceptualization of visual patterns Ieee Transactions On Pattern Analysis and Machine Intelligence. 25: 691-712. DOI: 10.1109/Tpami.2003.1201820  0.427
2003 Konishi S, Yuille AL, Coughlan JM, Zhu SC. Statistical edge detection: Learning and evaluating edge cues Ieee Transactions On Pattern Analysis and Machine Intelligence. 25: 57-74. DOI: 10.1109/Tpami.2003.1159946  0.396
2003 Guo C, Zhu S, Wu YN. International Journal of Computer Vision. 53: 5-29. DOI: 10.1023/A:1023023207396  0.629
2002 Zhu SC, Liu X. Learning in Gibbsian fields: how accurate and how fast can it be? Ieee Transactions On Pattern Analysis and Machine Intelligence. 24: 1001-1006. DOI: 10.1109/Tpami.2002.1017626  0.443
2002 Tu Z, Zhu SC. Image segmentation by data-driven Markov Chain Monte Carlo Ieee Transactions On Pattern Analysis and Machine Intelligence. 24: 657-673. DOI: 10.1109/34.1000239  0.409
2001 Zhu SC, Yuille AL, Lanterman AD. ATR applications of minimax entropy models of texture and shape Proceedings of Spie - the International Society For Optical Engineering. 4379: 574-583. DOI: 10.1117/12.445408  0.389
2001 Yuille AL, Coughlan JM, Wu Y, Zhu SC. Order parameters for detecting target curves in images: When does high level knowledge help? International Journal of Computer Vision. 41: 9-33. DOI: 10.1023/A:1011156931605  0.363
2000 Zhu S, Liu X, Wu Y. Exploring texture ensembles by efficient Markov chain Monte Carlo-Toward a "trichromacy" theory of texture Ieee Transactions On Pattern Analysis and Machine Intelligence. 22: 554-569. DOI: 10.1109/34.862195  0.381
2000 Wu YN, Zhu SC, Liu X. International Journal of Computer Vision. 38: 247-265. DOI: 10.1023/A:1008199424771  0.43
1999 Zhu SC. Embedding gestalt laws in markov random fields Ieee Transactions On Pattern Analysis and Machine Intelligence. 21: 1170-1187. DOI: 10.1109/34.809110  0.451
1999 Zhu SC. Stochastic jump-diffusion process for computing medial axes in markov random fields Ieee Transactions On Pattern Analysis and Machine Intelligence. 21: 1158-1169. DOI: 10.1109/34.809109  0.395
1998 Zhu SC, Wu Y, Mumford D. Filters, Random Fields and Maximum Entropy (FRAME): Towards a Unified Theory for Texture Modeling International Journal of Computer Vision. 27: 107-126. DOI: 10.1023/A:1007925832420  0.378
1997 Zhu SC, Wu YN, Mumford D. Minimax Entropy Principle and Its Application to Texture Modeling Neural Computation. 9: 1627-1660. DOI: 10.1162/Neco.1997.9.8.1627  0.365
1997 Zhu SC, Mumford D. Prior learning and gibbs reaction-diffusion Ieee Transactions On Pattern Analysis and Machine Intelligence. 19: 1236-1250. DOI: 10.1109/34.632983  0.327
1996 Zhu SC. Region competition: Unifying snakes, region growing, and bayes/mdl for multiband image segmentation Ieee Transactions On Pattern Analysis and Machine Intelligence. 18: 884-900. DOI: 10.1109/34.537343  0.4
1996 Zhu S, Yuille A. FORMS: A flexible object recognition and modelling system International Journal of Computer Vision. 20. DOI: 10.1007/Bf00208719  0.352
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