Yizhou Yu's Publications

Selected Publications

  1. Xiaoguang Han*, Zhen Li*, Haibin Huang, Evangelos Kalogerakis, and Yizhou Yu, High Resolution Shape Completion Using Deep Neural Networks for Global Structure and Local Geometry Inference (Spotlight Paper), International Conference on Computer Vision (ICCV), Venice, October 2017. [BibTex] (supplemental)

  2. Xiaoguang Han, Chang Gao, and Yizhou Yu, DeepSketch2Face: A Deep Learning Based Sketching System for 3D Face and Caricature Modeling, SIGGRAPH 2017, Los Angeles, July 2017 (ACM Transactions on Graphics, Vol 36, No 4, 2017). [BibTex] (supplemental)

  3. Weifeng Ge and Yizhou Yu, Borrowing Treasures from the Wealthy: Deep Transfer Learning through Selective Joint Fine-Tuning (Spotlight Paper), IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, July 2017. [BibTex]

  4. Guanbin Li, Yuan Xie, Liang Lin, and Yizhou Yu, Instance-Level Salient Object Segmentation (Spotlight Paper), IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, July 2017. [BibTex] (supplemental)

  5. Zhicheng Yan, Hao Zhang, Robinson Piramuthu, Vignesh Jagadeesh, Dennis DeCoste, Wei Di, and Yizhou Yu, HD-CNN: Hierarchical Deep Convolutional Neural Networks for Large Scale Visual Recognition, IEEE International Conference on Computer Vision (ICCV), Santiago, December 2015. [BibTex] (supplemental)

  6. Feida Zhu, Zhicheng Yan, Jiajun Bu, and Yizhou Yu, Exemplar-Based Image and Video Stylization Using Fully Convolutional Semantic Features, IEEE Transactions on Image Processing (TIP), Vol 26, No 7, pp.3542-3555, 2017.

  7. Zhicheng Yan, Hao Zhang, Baoyuan Wang, Sylvain Paris, and Yizhou Yu, Automatic Photo Adjustment Using Deep Neural Networks, ACM Transactions on Graphics, Vol 35, No 2, May 2016 (presented at SIGGRAPH 2016). [BibTex] (supplemental)

  8. Guanbin Li and Yizhou Yu, Visual Saliency Detection Based on Multiscale Deep CNN Features, IEEE Transactions on Image Processing (TIP), Vol 25, No 11, pp.5012-5024, 2016. (paper)

  9. Zhen Li, Yukang Gan, Xiaodan Liang, Yizhou Yu, Hui Cheng, and Liang Lin, LSTM-CF: Unifying Context Modeling and Fusion with LSTMs for RGB-D Scene Labeling, European Conference on Computer Vision (ECCV), Amsterdam, October 2016. (code)

  10. Zhen Li and Yizhou Yu, Protein Secondary Structure Prediction Using Cascaded Convolutional and Recurrent Neural Networks, International Joint Conference on Artificial Intelligence (IJCAI), New York City, July 2016.

  11. Yipeng Qin, Xiaoguang Han, Hongchuan Yu, Yizhou Yu, and Jianjun Zhang, Fast and Exact Discrete Geodesic Computation Based on Triangle-Oriented Wavefront Propagation, SIGGRAPH 2016, Anaheim, July 2016 (ACM Transactions on Graphics, Vol 35, No 4, 2016). (supplemental)

  12. Guanbin Li and Yizhou Yu, Deep Contrast Learning for Salient Object Detection, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, June 2016. [BibTex]

  13. Sai Bi, Xiaoguang Han, and Yizhou Yu, An L1 Image Transform for Edge-Preserving Smoothing and Scene-Level Intrinsic Decomposition, SIGGRAPH 2015, Los Angeles, August 2015 (ACM Transactions on Graphics, Vol 34, No 4, 2015). [BibTex] (supplemental)

  14. Zicheng Liao, Yizhou Yu, Bingchen Gong, and Lechao Cheng, Audeosynth: Music-Driven Video Montage, SIGGRAPH 2015, Los Angeles, August 2015 (ACM Transactions on Graphics, Vol 34, No 4, 2015). [BibTex]

  15. Kang Chen, Kun Xu, Yizhou Yu, Tian-Yi Wang, and Shi-Min Hu, Magic Decorator: Automatic Material Suggestion for Indoor Digital Scenes, SIGGRAPH Asia 2015, Kobe, November 2015 (ACM Transactions on Graphics, Vol 34, No 6, 2015). (paper)

  16. Yizhou Yu, Chaowei Fang, and Zicheng Liao, Piecewise Flat Embedding for Image Segmentation (Oral Paper), IEEE International Conference on Computer Vision (ICCV), Santiago, December 2015. [BibTex] (supplemental | slides)

  17. Ruobing Wu, Baoyuan Wang, Wenping Wang, and Yizhou Yu, Harvesting Discriminative Meta Objects with Deep CNN Features for Scene Classification, IEEE International Conference on Computer Vision (ICCV), Santiago, December 2015.

  18. Guanbin Li and Yizhou Yu, Visual Saliency Based on Multiscale Deep Features, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Boston, June 2015. [BibTex] (supplemental)

  19. Xiaoguang Han, Kwan-Yee K. Wong, and Yizhou Yu, 3D Human Model Reconstruction from Sparse Uncalibrated Views, IEEE CG&A, Vol 36, No 6, pp.46-56, 2016. (paper)

  20. Guanbin Li, Sai Bi, Jue Wang, Yingqing Xu, and Yizhou Yu, ColorSketch: A Drawing Assistant for Generating Color Sketches from Photos, IEEE CG&A, Vol 37, No 3, pp.70-81, 2017. (paper)

  21. Jianbo Ye and Yizhou Yu, A Fast Modal Space Transform for Robust Nonrigid Shape Retrieval, The Visual Computer, Vol 32, No 5, pp.553-568, May 2016.

  22. Wenchao Hu, Zhonggui Chen, Hao Pan, Yizhou Yu, Eitan Grinspun, and Wenping Wang, Surface Mosaic Synthesis with Irregular Tiles, IEEE Transactions on Visualization and Computer Graphics, Vol 22, No 3, pp.1302-1313, 2016.

  23. Feng Sun, Yi-King Choi, Yizhou Yu, and Wenping Wang, Medial Meshes - A Compact and Accurate Representation of Medial Axis Transform, IEEE Transactions on Visualization and Computer Graphics, Vol 22, No 3, pp.1278-1290, 2016. (paper)

  24. Guangmei Jing, Yongtao Hu, Yanwen Guo, Yizhou Yu, and Wenping Wang, Content-Aware Video2Comics With Manga-Style Layout, IEEE Transactions on Multimedia, Vol 17, No 12, pp.2122-2133, December 2015. (paper)

  25. Yongtao Hu, Jan Kautz, Yizhou Yu, and Wenping Wang, Speaker-Following Video Subtitles, ACM Transactions on Multimedia Computing, Communications, and Applications, Vol 11, No 2, December 2014. (paper)

  26. Ruobing Wu, Wenping Wang, and Yizhou Yu, Optimized Synthesis of Art Patterns and Layered Textures, IEEE Transactions on Visualization and Computer Graphics, Vol 20, No 3, March 2014.

  27. Ruobing Wu, Wenping Wang, and Yizhou Yu, Example-based art pattern synthesis using level sets, SIGGRAPH Asia 2013 short papers, Hong Kong, November 2013. (paper)

  28. Zhengzheng Kuang, Bin Chan, Yizhou Yu, and Wenping Wang, A Compact Random-Access Representation for Urban Modeling and Rendering, SIGGRAPH Asia 2013, Hong Kong, November 2013 (ACM Transactions on Graphics, Vol 32, No 6, 2013). (paper)

  29. Ruobing Wu, Yizhou Yu, and Wenping Wang, SCaLE: Supervised and Cascaded Laplacian Eigenmaps for Visual Object Recognition Based on Nearest Neighbors, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Portland, June 2013.

  30. Jianbo Ye, Zhicheng Yan, and Yizhou Yu, Fast Nonrigid 3D Retrieval Using Modal Space Transform, ACM International Conference on Multimedia Retrieval (ICMR), Dallas, April 2013.

  31. Siming Wei and Yizhou Yu, Subspace Segmentation with A Minimal Squared Frobenius Norm Representation, 21st International Conference on Pattern Recognition (ICPR), Tsukuba, November 2012, pp.3509-3512. (paper)

  32. Zhan Yuan, Yizhou Yu, and Wenping Wang, Object-Space Multiphase Implicit Functions, SIGGRAPH 2012, Los Angeles, August 2012 (ACM Transactions on Graphics, Vol. 31, No. 4, 2012). (paper)

  33. Menglei Chai, Lvdi Wang, Yanlin Weng, Yizhou Yu, Baining Guo, and Kun Zhou, Single-View Hair Modeling for Portrait Manipulation, SIGGRAPH 2012, Los Angeles, August 2012 (ACM Transactions on Graphics, Vol 31, No 4, 2012).

  34. Zhanghui Kuang, Dirk Schnieders, Hao Zhou, K.-Y. Kenneth Wong, Yizhou Yu, and Bo Peng, Learning Image-Specific Parameters for Interactive Segmentation, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, June 2012, pp.590-597. (paper)

  35. Zicheng Liao, Hughes Hoppe, David Forsyth, and Yizhou Yu, A Subdivision-Based Represenation for Vector Image Editing (spotlight paper), IEEE Transactions on Visualization and Computer Graphics, Vol 18, No 11, pp.1858-1867, 2012. (paper)

  36. H. Huang, K.K. Yin, L. Zhao, Y. Qi, Yizhou Yu, and X. Tong, Detail-Preserving Controllable Deformation from Sparse Examples, IEEE Transactions on Visualization and Computer Graphics, Vol 18, No 8, pp.1215-1227, 2012. (paper)

  37. Yugang Liu and Yizhou Yu, Interactive Image Segmentation Based on Level Sets of Probabilities, IEEE Transactions on Visualization and Computer Graphics, Vol 18, No 2, pp.202-213, 2012. [BibTex]

  38. Baoyuan Wang and Yizhou Yu, Parallel H-Tree Based Data Cubing on Graphics Processors, International Journal of Software and Informatics, Vol 6, No 1, pp.61-87, 2012. (paper)

  39. Lvdi Wang, Yizhou Yu, Kun Zhou, and Baining Guo, Multiscale Vector Volumes, SIGGRAPH Asia 2011, Hong Kong, December 2011 (ACM Transactions on Graphics, Vol 30, No 6, 2011). (paper)

  40. Baoyuan Wang, Yizhou Yu, and Ying-Qing Xu, Example-Based Image Color and Tone Style Enhancement, SIGGRAPH 2011, Vancouver, August 2011 (ACM Transactions on Graphics, Vol 30, No 4, 2011). [BibTex] (supplemental)

  41. H. Huang, L. Zhao, K.K. Yin, Y. Qi, Yizhou Yu, and X. Tong, Controllable Hand Deformation from Sparse Examples with Rich Details, ACM SIGGRAPH/EG Symposium on Computer Animation , Vancouver, August 2011. (Best Paper Award) (paper)

  42. Yugang Liu, Leiting Chen, and Yizhou Yu, Diffusion Kurtosis Imaging Based on Adaptive Spherical Integral, IEEE Signal Processing Letters, Vol 18, No 4, pp.243-246, 2011. (paper)

  43. Baoyuan Wang, Yizhou Yu, Tien-Tsin Wong, Chun Chen, and Ying-Qing Xu, Data-Driven Image Color Theme Enhancement, SIGGRAPH Asia 2010, Seoul, December 2010 (ACM Transactions on Graphics, Vol 29, No 6, 2010). [BibTex] (supplemental)

  44. Wei-Wen Feng, Yizhou Yu, and Byung-Uck Kim, A Deformation Transformer for Real-Time Cloth Animation, SIGGRAPH 2010, Los Angeles, July 2010 (ACM Transactions on Graphics, Vol 29, No 4, 2010). [BibTex] (datasets)

  45. Lvdi Wang, Kun Zhou, Yizhou Yu, and Baining Guo, Vector Solid Textures, SIGGRAPH 2010, Los Angeles, July 2010 (ACM Transactions on Graphics, Vol 29, No 4, 2010). (paper)

  46. Wei-Wen Feng, Byung-Uck Kim, Yizhou Yu, Liang Peng, and John Hart, Feature-Preserving Triangular Geometry Images for Level-of-Detail Representation of Static and Skinned Meshes, ACM Transactions on Graphics, Vol 29, No 2, Article 11, March 2010 (presented at SIGGRAPH 2010). (paper)

  47. Hanqi Fan, Yizhou Yu and Qunsheng Peng, Robust Feature-Preserving Mesh Denoising Based on Consistent Sub-Neighborhoods, IEEE Transactions on Visualization and Computer Graphics, Vol 16, No 2, pp.312-324, 2010. [BibTex]

  48. Zicheng Liao, Yizhou Yu, and Baoquan Chen, Anomaly Detection in GPS Data Based on Visual Analytics, IEEE Conference on Visual Analytics Science and Technology (IEEE VAST), Salt Lake City, October 2010, pp.51-58. (paper)

  49. S. Wei, J. Hua, C. Chen, J. Bu, and Y. Yu , Bayesian Regularization of Diffusion Tensor Images Using Hierarchical MCMC and Loopy Belief Propagation, 17th IEEE International Conference on Image Processing (ICIP), September 2010. (paper)

  50. Tian Xia and Yizhou Yu , Automatic Detection of Malignant Prostatic Gland Units in Cross-Sectional Microscopic Images, 17th IEEE International Conference on Image Processing (ICIP), September 2010. (paper)

  51. B. Wang, G. Chen, J. Bu, and Y. Yu, Multiscale Visualization of Relational Databases Using Layered Zoom Trees and Partial Data Cubes, International Conference on Information Visualization Theory and Applications, Angers, France, May 2010. (paper)

  52. Tian Xia, Qing Wu, Chun Chen and Yizhou Yu, Lazy Texture Selection Based on Active Learning, The Visual Computer, Vol. 26, No. 3, pp.157-169, 2010. (paper)

  53. Tian Xia, Binbin Liao and Yizhou Yu, Patch-Based Image Vectorization with Automatic Curvilinear Feature Alignment, SIGGRAPH Asia 2009, Yokohama, December 2009 (ACM Transactions on Graphics, Vol. 28, No. 5, 2009). (paper | supplemental)

  54. L. Wang, Y. Yu, K. Zhou and B. Guo, Example-Based Hair Geometry Synthesis, SIGGRAPH 2009, New Orleans, August 2009 (ACM Transactions on Graphics, Vol. 28, No. 3, 2009). (paper | supplemental)

  55. Qing Wu, Chun Chen and Yizhou Yu, Wavelet-Based Hybrid Multilinear Models for Multidimensional Image Approximation, 15th IEEE International Conference on Image Processing (ICIP), pp.2828-2831, San Diego, October 2008. (pdf)

  56. J. Xu, X. Jin, Yizhou Yu, and T. Shen, Shape Constrained Flock Animation, International Conference on Computer Animation and Social Agents, Seoul, September 2008 (Computer Animation and Virtual Worlds, Vol. 19, No. 3-4, pp.319-330). (pdf)

  57. Wei-Wen Feng, Byung-Uck Kim, and Yizhou Yu, Real-Time Data-Driven Deformation Using Kernel Canonical Correlation Analysis, SIGGRAPH 2008, Los Angeles, August 2008 (ACM Transactions on Graphics, Vol. 27, No. 3, Article 91, 9 pages, 2008). [BibTex]

  58. Q. Wu, T. Xia, C. Chen, H.-Y. Lin, H. Wang, and Yizhou Yu, Hierarchical Tensor Approximation of Multi-Dimensional Visual Data, IEEE Transactions on Visualization and Computer Graphics, Vol. 14, No. 1, 2008, pp.186-199. (pdf)

  59. W. Xu, K. Zhou, Yizhou Yu, Q. Tan, Q. Peng, and B. Guo, Gradient Domain Editing of Deforming Mesh Sequences, SIGGRAPH 2007, San Diego, August 2007 (ACM Transactions on Graphics, Vol. 26, No. 3, Article 84, 10 pages, 2007). (pdf)

  60. Qing Wu, Tian Xia, and Yizhou Yu, Hierarchical Tensor Approximation of Multi-Dimensional Images, 14th IEEE International Conference on Image Processing (ICIP), Vol. IV, pp.49-52, San Antonio, September 2007. (pdf)

  61. Wei-Wen Feng, Liang Peng, Yuntao Jia, and Yizhou Yu, Large-Scale Data Management for PRT-Based Real-Time Rendering of Dynamically Skinned Models, EG Symposium on Rendering, Grenoble, June 2007. (pdf)

  62. Lin Shi, Yizhou Yu, Nathan Bell, and Wei-Wen Feng, A Fast Multigrid Algorithm for Mesh Deformation, SIGGRAPH 2006, Boston, August 2006 (ACM Transactions on Graphics, Vol. 25, No. 3, 2006, pp.1108-1117). (pdf)

  63. Hongcheng Wang, Qing Wu, Lin Shi, Yizhou Yu, and Narendra Ahuja, Out-of-Core Tensor Approximation of Multi-Dimensional Matrices of Visual Data, SIGGRAPH 2005, Los Angeles, August 2005 (ACM Transactions on Graphics, Vol. 24, No. 3, 2005, pp.527-535). [BibTex] (pdf)

  64. Nathan Bell, Yizhou Yu and Peter J. Mucha, Particle-Based Simulation of Granular Materials, ACM SIGGRAPH/EG Symposium on Computer Animation, Los Angeles, July 2005, pp.77-86. (Best Paper Award) (pdf)

  65. Lin Shi and Yizhou Yu, Taming Liquids for Rapidly Changing Targets, ACM SIGGRAPH/EG Symposium on Computer Animation, Los Angeles, July 2005, pp.229-236. (pdf)

  66. Yizhou Yu and Johnny Chang, Shadow Graphs and 3D Texture Reconstruction, International Journal of Computer Vision (IJCV), Vol. 62, No. 1-2, 2005, pp.35-60. (pdf)

  67. Yizhou Yu and Johnny Chang, Shadow Graphs and Surface Reconstruction, European Conference on Computer Vision (ECCV), Copenhagen, May 2002, pp.31-45 (Vol. II). (pdf)

  68. Lin Shi and Yizhou Yu, Controllable Smoke Animation with Guiding Objects, ACM Transactions on Graphics, Vol. 24, No. 1, 2005, pp.140-164.

  69. Lin Shi, Yizhou Yu, Christopher Wojtan and Stephen Chenney, Controllable Motion Synthesis in a Gaseous Medium, The Visual Computer, Vol. 21, No. 7, 2005, pp.474-487. (pdf)

  70. H. Wu and Y. Yu, Photogrammetric Reconstruction of Free-Form Objects with Curvilinear Structures, The Visual Computer, Vol. 21, No. 4, 2005, pp.203-216. (pdf)

  71. Qing Wu and Yizhou Yu, Feature Matching and Deformation for Texture Synthesis, SIGGRAPH 2004, Los Angeles, August 2004 (ACM Transactions on Graphics, Vol. 23, No. 3, 2004, pp.362-365). (pdf)

  72. Y. Yu, K. Zhou, D. Xu, X. Shi, H. Bao, B. Guo and H.-Y. Shum, Mesh Editing with Poisson-Based Gradient Field Manipulation, SIGGRAPH 2004, Los Angeles, August 2004 (ACM Transactions on Graphics, Vol. 23, No. 3, 2004, pp.641-648). (pdf)

  73. Lin Shi and Yizhou Yu, Inviscid and Incompressible Fluid Simulation on Triangle Meshes, Journal of Computer Animation and Virtual Worlds, Volume 15, No. 3-4, 2004, pp.173-181. (pdf)

  74. Yizhou Yu and Qing Wu, Video Metamorphosis Using Dense Flow Fields, Journal of Computer Animation and Virtual Worlds, Volume 15, No. 3-4, 2004, pp.387-397. An extended version is available as UIUC Tech Report No. UIUCDCS-R-2004-2439 (pdf) .

  75. Wei Hong, Yi Ma and Yizhou Yu, Reconstruction of 3-D Symmetric Curves from Perspective Images without Discrete Features, European Conference on Computer Vision (ECCV), Prague, May 2004. (pdf)

  76. Qing Wu and Yizhou Yu, Two-Level Image Segmentation Based on Region and Edge Integration, Digital Image Computing: Techniques and Applications (DICTA), Sydney, December 2003, pp.957-966. (pdf)

  77. Johnny Chang, Jingyi Jin, and Yizhou Yu, A Practical Model for Hair Mutual Interactions, ACM SIGGRAPH Symposium on Computer Animation, San Antonio, July 2002, pp.73-80. (pdf)

  78. Johnny Chang, David Edwards, and Yizhou Yu, Statistical Estimation of Fluid Flow Fields, ECCV workshop on Statistical Methods in Video Processing, Copenhagen, June 2002, pp.91-96. (pdf)

  79. Xinguo Liu, Yizhou Yu, and Harry Shum, Synthesizing Bidirectional Texture Functions for Real-World Surfaces, Proceedings of SIGGRAPH 2001, Los Angeles, CA, August 2001, pp.97-106. (pdf)

  80. Yizhou Yu, Andras Ferencz, and Jitendra Malik, Extracting Objects from Range and Radiance Images, IEEE Transactions on Visualization and Computer Graphics, Vol. 7, No. 4, 2001, pp.351-364.

  81. Yizhou Yu, Paul Debevec, Jitendra Malik and Tim Hawkins, Inverse Global Illumination: Recovering Reflectance Models of Real Scenes from Photographs, Proc. of SIGGRAPH 99, Los Angeles, CA, August 1999, pp.215-224. (ps, pdf)

  82. Yizhou Yu and Jitendra Malik, Recovering Photometric Properties of Architectural Scenes from Photographs, Proc. of SIGGRAPH 98, Orlando, Florida, July 1998, pp.207-217. (ps, pdf)

  83. Yizhou Yu, Surface Reconstruction from Unorganized Points Using Self-Organizing Neural Networks, Proc. of IEEE Visualization'99 LBHT, San Francisco, CA, October 1999, pp.61-64. (ps, pdf)

  84. Paul Debevec, Yizhou Yu and George Borshukov, Efficient View-Dependent Image-Based Rendering with Projective Texture-Mapping, Proc. of 9th Eurographics Workshop on Rendering, Vienna, Austria, June 1998, pp.105-116. (pdf)

  85. Yizhou Yu, Oscar Ibarra and Tao Yang, Parallel Progressive Radiosity with Adaptive Meshing, in Journal of Parallel and Distributed Computing 42, 1 (1997), pp.30-41. (ps, pdf)

  86. Yizhou Yu, Clustering with Mean Field Annealing and Unsupervised Learning, 1993 IEEE Region 10 International Conference on Digital Signal Processing Applications (TENCON), pp.774-777. (pdf)

  87. Yizhou Yu, Algorithms for Iconic Indexing by Strings, International Conference on Signal Processing, October 1993, pp.985-991.



    PH.D. Thesis

  88. Yizhou Yu, Modeling and Editing Real Scenes with Image-Based Techniques, Ph.D. thesis, University of California at Berkeley, July 2000. (pdf)


    Tutorials

  89. Y. Yu, Shape from Shadows, CVonline, Bob Fisher(editor).

  90. J.-Y. Bouguet, L. McMillan, M. Pollefeys, Y. Yu, D. Wood, H. Pfister, Y. Sato, and R. Grzeszczuk, Acquisition and Visualization of Surface Light Fields, SIGGRAPH 2001 course notes.

  91. Y. Ma, S. Soatto, J. Kosecka, R. Vidal, and Y. Yu, Multiple-View Geometry for Image-Based Modeling, SIGGRAPH 2003 course notes.

    Video

  92. P. Debevec, G. Borshukov, Y.Yu et al. FACADE: Modeling and Rendering Architecture from Photographs and The Campanile Model, SIGGRAPH'97 Electronic Theatre (Visual Proceedings, pp.254).


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