Ming-li Song,Professor


Laboratory of Visual Intelligence and Pattern Analysis
Computer Science Department
Zhejiang University

Office Room 404, Guangbiao Cao West Building
Email brooksong AT zju DOT edu DOT cn
Homepage https://person.zju.edu.cn/msong

Biography


Professor of Zhejiang University, PhD Tutor

In 2006, I obtained a doctorate degree in computer science and technology from Zhejiang University. I was awarded the title of "Microsoft Scholar" during his Ph.D.

In IEEE T-PAMI, IEEE T-IP, T-MM, T-SMCB, Information Sciences, More than 120 papers were published in conferences and journals including Pattern Recognition, CVPR, ECCV and ACM MM.

I am an Associate Editor of International Journals such as Information Sciences, Neurocomputing, Journal of Visual Communication and Image Representation, Neural Processing Letters, and  a reviewer and program member of international conferences such as ACM Multimedia, ICIP, ICASSP, ICME, PCM, PSIVT and CAIP. In addition, I am also a special reviewer for IEEE T-PAMI, T-IP, T-VCG, T-KDE, T-MM, T-CSVT, TSMCB, IJCV, PR, INS, CVIU and other journals.

2015                                                      National University of Singapore                              visiting professor

2012–2014                                              University of Washington                                         visiting scholar

2009                                                 Nanyang Technological University                                 visiting professor

IEEE Fellow

ACM professional member

Research Interest


My research interests include: image information processing, machine vision and pattern recognition, big data visualization, embedded computer vision, human-computer interaction.

Awards & Honors


Microsoft scholar, 2004

Qiushi young scholar, 2010

The third level in zhejiang province "151 talents project",2012

Excellent Young Teacher, Department of Information Science, Zhejiang University (First Prize),2012

"Eleventh Five-Year" Zhejiang Provincial Natural Science Foundation Excellent Paper,2013

Zhejiang Science and Technology Award Second Prize (6th),2012

Zhejiang Science and Technology Award First Prize (4th),2014

The second level in zhejiang province "151 talents project",2016

Publications


Journal papers

[1]. R. Zhou, H. Wu, X. Zhang, L. Ye, H. Shan, X. Song, M. Song, S. Zheng, Efficacy and Safety of Botulinum Toxin Type A Injection in Patients with Bilateral Trapezius Hypertrophy, Aesthetic Plastic Surgery. Acceptance.

[2]. J. Lei, Q. Luan, X. Liu, D. Tao, M. Song, Action Parsing Driven Video Summarization Based on Reinforcement Learning, IEEE Transactions on Circuits and Systems for Video Technology. Acceptance.

[3]. J. Lei, X. Gao, Z. Feng, H. Qiu, M. Song, Scale Insensitive and Focus Driven Mobile Screen Defect Detection in Industry, Neurocomputing. Acceptance.

[4]. J. Lei, X. Gao, J. Song, X. Wang, M. Song, Survey of Deep Neural Network Model Compression, Journal of Software (Chinese), 29(2): 251-266, 2018.

[5]. Z. Feng, C. Fu, W. Yuan, J. Lei, M. Song, Finding Intrinsic Color Themes in Images with Human Visual Perception, Neurocomputing, 273, 395-402, 2018.

[6]. Y. S. Rawat, M. Song, M. S. Kankanhali, A Spring-Electric Graph Model for Socialized Group Photography, IEEE Transactions on Multimedia, 20(3):754-766, 2018.

[7]. Li Sun, Ke Chen, Mingli Song, Dacheng Tao, Gang Chen, Chun Chen, Robust, Efficient Depth Reconstruction with Hierarchical Confidence-Based Matching, IEEE Transactions on Image Processing, 26(7): 3331 – 3343, 2017

[8]. Yinting Wang, Zhenyang Wang, Dapeng Tao, Shaojie Zhuo, Xianghua Xu, Shiliang Pu, Mingli Song, AllFocus: Patch based video out-of-focus blur reconstruction, IEEE Transactions on Circuits and Systems for Video Technology, online publish, April, 2016.

[9]. Tongliang Liu, Dacheng Tao, Stephen Maybank, Mingli Song, Algorithm-Dependent Generalization Bounds for Multi-Task Learning, IEEE Transactions on Pattern Analysis and Machine Intelligence, 39(2):227-241, 2016.

[10]. Haoming Chen, Chao Wei, Mingli Song, Ming-Ting Sun, Kevin Lau, Capture-to-display delay measurement for visual communication applications, APSIPA Transactions on Signal and Information Processing, vol. 4, online publish, 2015.

[11]. X. Song, L. Sun, J. Lei, G. Yuan, M. Song, Event-based Large Scale Surveillance Video Summarization, Neurocomputing, vol. 187, pp. 66-74, 2016.

[12]. D. Tao, J. Cheng, M. Song, X. Lin, Manifold Ranking-Based Matrix Factorization for Saliency Detection, IEEE Transactions on Neural Networks and Learning Systems (T-NNLS), 27(6): 1122-1134, 2016.

[13]. H. Liang, R. Liang, M. Song, X. He, Coupled Dictionary Learning for the Detail-Enhanced Synthesis of 3-D Facial Expressions, IEEE Transactions on Cybernetics (T-CYB), 46(4): 890—901, 2016.

[14]. Binbin Tang, Xiao Liu, Jie Lei, Mingli Song Dapeng Tao, Shuifa Sun, Fangmin Dong, DeepChart: Combining deep convolutional networks and deep belief networks in chart classification, Signal Processing, 124: 156-161, 2016.

[15]. X. Liu, M. Song, et al., Random Shape Prior Forest For Multi-Class Object Segmentation, IEEE Transactions on Image Processing (T-IP), 24(10): 3060-3070, 2015.

[16]. Y. Wang, M. Song, et al., Where2Stand: A Human Position Recommendation System for Souvenir Photography, ACM Transactions on Intelligent System and Technology (TIST), 7(1): NO. 9, 2015..

[17]. Ya Li, Xinmei Tian, Mingli Song, Dacheng Tao, Multi-Task Proximal Support Vector Machine, Pattern Recognition (PR), 48(10): 3249-3257, 2015.

[18]. M. Strathman, Y. Liu, E. G. Keeler, M. Song, U. Baran, J. Xi, M.-T. Sun, R. Wang, X. Li and L. Y. Lin, MEMS scanning micromirror for optical coherence tomography, Biomedical Optical Express, 6(1):211-224, 2015.

[19]. X. Liu, M. Song, et al., Random Forest Construction with Robust Semi-supervised Node Splitting, IEEE Transactions on Image Processing (T-IP), 24(1): 471-483, 2015.

[20]. M. Song, D. Tao, S. Sun, C. Chen and S. J. Maybank, Robust 3D Face Landmark Localization based on Local Coordinate Coding, IEEE Transactions on Image Processing (T-IP), 23(12):5108-5122, 2014.

[21]. Y. Wang, D. Tao, M. Song, et al., Video Tonal Stabilization Color States Smoothing, IEEE Transactions on Image Processing (T-IP), 23(11): 4838-4849, 2014.

[22]. L. Sun, M. Song, Z. Liu, M.-T. Sun, Real-Time Gaze Estimation with Online Calibration, IEEE Multimedia, 21(4): 28-37, 2014.

[23]. J. Lei, M. Song, et al., Whole-Body Humanoid Robot Imitation with Pose Similarity Evaluation, Signal Processing, vol. 108, pp. 136-146, 2015.

[24]. X. Liu, D. Tao, M. Song, et al., Learning to Track Multiple Targets, IEEE Transactions on Neural Networks and Learning Systems (T-NNLS), 26(5): 1060-1073, 2015.

[25]. M. Song, C. Chen, S. Wang, Y. Yang, Low-Level and High-Level Prior Learning for Visual Saliency Estimation, Information Sciences (INS), vol. 281, pp. 573-585, 2014.

[26]. L. Zhang, M. Song, Y. Yang, Q. Zhao, X. Liu, C. Zhao, and N. Sebe, Weakly supervised photo cropping, IEEE Transactions on Multimedia (T-MM), 16(1): 94-107, 2014.

[27]. L. Zhang, M. Song, X. Liu, L. Sun, C. Chen, J. Bu, Recognizing architecture styles by hierarchical sparse coding of blocklets, Information Sciences (INS), vol. 254, pp. 141-154, 2014.

[28]. L. Zhang, Y. Han, Y. Yang, M. Song, S. Yan, Q. Tian, Discovering Discriminative Graphlets for Aerial Image Categories Recognition, IEEE Transactions on Image Processing (T-IP), 22(12): 5071-5084, 2013.

[29]. L. Sun, M. Song, C. Chen, D. Tao, J. Bu, C. Chen, Motionlet LLC Coding for Discriminative Human Pose Estimation, Multimedia Tools and Applications, 73:327-334, 2014.

[30]. Y. Liang, M. Song, et al., Colorization for Gray Scale Facial Image by Locality-Constrained Linear Coding, Journal of Signal Processing System, 74(1): 59-67, 2013.

[31]. M. Song, D. Tao, J. Bu, C. Chen, Y. Yang, Color-to-Gray based on Chance of Happening Preservation, Neurocomputing, vol. 119, pp. 222-231, 2013.

[32]. M. Song, D. Tao, S. Sun, C. Chen, J. Bu, Joint Sparse Learning for 3-D Facial Expression Generation, IEEE Transactions on Image Processing (T-IP), 22(8):3283-3295, 2013.

[33]. L. Zhang, D. Tao, X. Liu, M. Song, C. Chen, Grassmann Multimodal Implicit Feature Selection Multimedia Systems, Multimedia System Journal, 20(6): 659-674, 2013.

[34]. Q. Zhao, R. Zhou, X. Zhang, H. Sun, X. Lu, D. Xia, M. Song, Y. Liang, Morphological Quantitative Criteria and Aesthetic Evaluation of Eight Female Han Face Types, Aesthetic Plastic Surgery, 37(2): 445-453, 2013.

[35]. L. Zhang, M. Song, et al., Probabilistic Graphlet Transfer for Photo Cropping, IEEE Transactions on Image Processing (T-IP), 21(5):2887-2897, 2013.

[36]. L. Zhang, M. Song, et al., Fast Multi-view Segment Graph Kernel for Object Classification, Signal Processing, 93(6): 1597-1607, 2013.

[37]. M. Song, et al., Three-Dimensional Face Reconstruction From a Single Image by a Coupled RBF Network, IEEE Transactions on Image Processing (T-IP), 21(5): 2887-2897, 2012.

[38]. X. Deng, X. Liu, M. Song, et al., LF-EME: Local Features with Elastic Manifold Embedding for Human Action Recognition, Neurocomputing, 99: 144-153, 2012.

[39]. X. Liu, M. Song, et al., Attribute-Restricted Latent Topic Model for Human Identity Recognition in Sparse Camera Network, Pattern Recognition (PR), 45(12): 4204-4213, 2012.

[40]. X. Deng, Y. Shen, M. Song, et al., Video-based non-uniform object motion blur estimation and deblurring, Neurocomputing, 86: 170-178, 2012. [41]. M. Song, et al., Image-based sketch-to-photo synthesis via online coupled dictionary learning, Information Sciences (INS), 193:233-246, 2012.

[42]. M. Song, et al., Probabilistic Exposure Fusion, IEEE Transactions on Image Processing (T-IP), 21(1):341-357, 2012. [43]. Y. Lin, M. Song, et al., Sparse Coding for Flexible and Robust 3D Facial Expression Synthesis, IEEE Computer Graphics and Applications, 32(2): 76-88, 2012.

[44]. J. Yu, W. Bian, M. Song, et al., Graph based transductive learning for cartoon correspondence construction. Neurocomputing, 79: 105-114, 2012.

[45]. T. Sha, M. Song, et al., Feature Level Analysis for 3D Facial Expression Recognition, Neurocomputing, 74: 2135-2141, 2011.

[46]. C. Hong, N. Li, M. Song, et al., An efficient approach to content-based object retrieval in videos. Neurocomputing 74: 3565-3575, 2011.

[47]. K. Hao, M. Song, et al., Natural Grayscale Image Colorization via Local Sparse Coding, Journal of CAD/CG , 23(8): 1401-1408, 2011. [48]. X. Huang, Y. Lin, M. Song, et al., 3D Facial Expression Synthesis based on Nonlinear Co-learning, Journal of CAD/CG , 23(2): 363-370, 2011.

[49]. J. Liu, M. You, C. Chen, M. Song, Real-time Speech-driven Animation of Expressive Talking Faces, International Journal of General System, 40(4): 439-455, 2011.

[50]. M. Song, et al., Color to Gray: Visual Cue Preservation, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 32(9): 1537-1552, 2010.

[51]. M. Song, et al., Image Ratio Features for Facial Expression Recognition Application, IEEE Transactions on System, Man & Cybernetics, Part B (T-SMCB), 40(3): 779-788, 2010.

[52]. M. Song, et al., Visual Context Boosting for Eye Detection, IEEE Transactions on System, Man & Cybernetics, Part B (T-SMCB), 40(6): 1460-1467, 2010. .

[53]. Y. Lin, C. Chen, M. Song, et al., Polar Field based Implicit Surface Reconstruction, Journal of CAD/CG, 21(8): 1035-1041, 2009.

[54]. Y. Lin, C. Chen, M. Song, et al., Dual-RBF based Surface Reconstruction, The Visual Computer, 25: 599-607, 2009.

[55]. M. Song, et al. Tone Mapping for HDR Image using a Probabilistic Model, Journal of Software, 20(3):734-743, 2009.

[56]. D. Tao, M. Song, et al., Bayesian Tensor Approach for 3D Face Modelling, IEEE Transactions on CSVT (T-CSVT), 18(10): 1397-1410, 2008.

[57]. N. Li, C. Chen, Q. Wang, M. Song, et al., Avatar Motion Control by Natural Body Movement Via Camera, Neurocomputing, 72: 648-652, 2008.

[58]. M. Song, et al., Gaussian mixture model based approach on color transfer, Journal of CAD/CG, 20(11): 1471-1486, 1482, 2008.

[59]. M. Song, et al., A robust multimodal approach for emotion recognition, Neurocomputing, 71: 1913-1920, 2008. [60]. M. Song, et al., Local Laplacian for Face Detail Transfer, Journal of CAD/CG, 20(1): 50-54, 2008.

[61]. M. Song, et al., A Generic Framework for Efficient 2D and 3D Facial Expression Analogy, IEEE Transactions on Multimedia (T-MM), 9(7): 1384-1395, 2007.

[62]. M. Song, et al. An Efficient Method of Face Texture Mapping Directed to Portable Devices, Journal of CAD/CG, 17(12): 2670-2675, 2005.

Conference papers

[1]. Z. Feng, X. Wang, C. Ke, A. Zeng, D. Tao, M. Song, Dual Swap Disentangling, NIPS 2018. Acceptance.

[2]. C. Shen, J. Song, S. Song, L. Sun, S. Luo, M. Song, Intra-class structure aware networks for screen defect detection, ICONIP 2018. Acceptance.

[3]. S. Luo, Y. Yang, Y. Yin, C. Shen, Y. Zhao, M. Song, DeepSIC: Deep Semantic Image Compression, ICONIP 2018. Acceptance.

[4]. T. Shen, Z. Gu, Y. Wang, S. Toledo, S. Zhang, M. Song, Where to Rendezvous? Prefering Quiet Channels in Cognitive Radio Networks, MSWiM’18. Acceptance.

[5]. Y. Jing, Y. Liu, Y. Yang, Z. Feng, Y. Yu, D. Tao, M. Song, Stroke Controllable Fast Style Transfer with Adaptive Receptive Field, ECCV 2018. Acceptance.

[6]. J. Song, C. Shen, J. Lei, A.-X. Zeng, K. Ou, D. Tao, M. Song, Selective Zero-Shot Classification with Augmented Attribute, ECCV 2018. Acceptance.

[7]. J. Lei, Z. Wang, Z. Feng, M. Song, J. Bu, Understanding the prediction process of Deep Networks by Forests, IEEE International Conference on Multimedia Big Data (BigMM 2018). Acceptance.

[8]. Y. Zhao, S. Luo, Y. Yang, M. Song, DEEPSSH: Deep Semantic Structured Hashing for Explainable Person Re-Identification, IEEE International Conference on Image Processing. Acceptance.

[9]. J. Song, C. Shen, Y. Yang, Y. Liu, M. Song, Transductive Unbiased Embedding for Zero-Shot Learning, CVPR 2018.. [10]. J. Ye, Y. Jing, J. Lei, Z. Feng, M. Song, Finer-Net: Cascaded Human Parsing with Hierarchical Granularity, ICME 2018,.

[11]. J. Song, Y. Shen, Y. Jing, M. Song, Towards Deeper Insights into Deep Learning from Imbalanced Data, CCCV 2017, 674-684, 2017.

[12]. J. Lei, Q. Luan, X. Song, X. Liu, M. Song, Action Parsing Driven Video Summarization based on Reinforcement Learning, ChinaMM 2017.

[13]. Zunlei Feng, Jie Lei, Yongcheng Jing, Mingli Song, et al., Graph-based color gamut mapping using neighbor metric, International Conference on Multimedia and Expo 2017.

[14]. Jie Lei, Zunlei Feng, Mingli Song, Dacheng Tao, WHICH FACE IS MORE ATTRACTIVE?, ICIP 2016, August 2016.

[15]. Xinhui Song, Mingli Song, Ke Chen, Li Sun, Jie Lei, Category Driven Deep Recurrent Neural Network For Video Summarization, ICME 2016 Workshops, July, 2016.

[16]. Jie Lei, Xinhui Song, Li Sun, Mingli Song, Na Li, Chun Chen, Learning deep classifiers with deep features, ICME 2016, July, 2016.

[17]. X. Liu, B. Tang, Z. Wang, X. Xu, S. Pu, D. Tao, M. Song, Chart Classification by Combining Deep Convolutional Networks and Deep Belief Networks, ICDAR 2015, pp. 801-805.

[18]. J. Lei, M. Song, J. Bu, Z. Li, et al., Whole-Body Humanoid Robot Imitation with Pose Similarity Evaluation, ICPR 2014, pp. 4240-4245, 2014.

[19]. L. Sun, M. Song, Z. Liu, M. Sun, Realtime Gaze Estimation with Online Calibration, ICME 2014, pp. 1-6, 2014. (Oral)

[20]. Q. Luan, M. Song, C. Chen, et al., Video Summarization Based on Nonnegative Linear Reconstruction, ICME 2014, pp.1-6, 2014.

[21]. X. Liu, D. Tao, M. Song, J. Bu, and C. Chen, Nearest Neighbor-based Label Transfer for Weakly Supervised Multiclass Video Segmentation, CVPR 2014. (Oral, 5.75%).

[22]. X. Liu, M. Song, D. Tao, J. Bu and C. Chen, Semi-Supervised Coupled Dictionary Learning for Person Re-identification, CVPR 2014.

[23]. C. Wei, H. Chen, M. Song, M.-T. Sun, A Capture-to-Display Delay Measurement System for Visual Communication Applications, APSIPA 2013.

[24]. H. Liang, M. Song, R. Liang, Personalized 3-D Facial Expression Synthesis based on Landmark Constraint, APSIPA 2013.

[25]. L. Zhang, M. Song, Z. Liu, X. Liu, J. Bu, C. Chen, Probabilistic Graphlet Cut: Exploring Spatial Structure Cue for Weakly Supervised Image Segmentation, CVPR 2013, pp. 1908-1915, June 2013.

[26]. X. Liu, M. Song, D. Tao, Z. Liu, L. Zhang, J. Bu, C. Chen, Semi-supervised Node Splitting for Random Forest Construction, CVPR 2013, pp. 492-499, June 2013..

[27]. C. Shen, M. Song, Q. Zhao, Learning High-Level Concepts by Training A Deep Network on Eye Fixations, Deep Learning and Unsupervised Feature Learning NIPS Workshop, 2012.

[28]. Y. Liang, M. Song, et al., Face Sketch-to-Photo Synthesis from Simple Line Drawing, Asia Pacific Signal and Information Processing Association (APSIPA), 2012.

[29]. Y. Liang, M. Song, et al., Colorization for Gray Scale Facial Image by Locality-constrained Linear Coding, Pacific Rim Conference on Multimedia (PCM2012), pp. 56-67, 2012.

[30]. L. Sun, M. Song, et al., Pose Estimation with Motionlet LLC Coding, Pacific Rim Conference on Multimedia (PCM2012), pp. 435-443, 2012.

[31]. S. Wang, Q. Zhao, M. Song, et al., Learning Visual Saliency based on Object's Relative Relationship, Neural Information Processing (ICONIP2012), pp. 318-327, 2012.

[32]. X. Liu, M. Song, et al., Joint Shot Boundary Detection and Key Frame Extraction, International Conference on Pattern Recognition (ICPR2012), pp. 2565-2568, 2012.

[33]. L. Zhang, M. Song, et al., Spatial Graphlet Matching Kernel for Recognizing Aerial Image Categories, International Conference on Pattern Recognition (ICPR2012), pp. 2813-2816, 2012.

[34]. C. Hong, J. Zhu, M. Song, et al., Realtime Object Matching with Robust Dominant Orientation Templates, International Conference on Pattern Recognition (ICPR2012), pp. 1152-1155, 2012.

[35]. Y. Wang, J. Bu, N. Li, M. Song, et al., Detecting Discontinuities for Surface Reconstruction, International Conference on Pattern Recognition (ICPR2012), pp. 2108-2111, 2012.

[36]. J. She, D. Wang, M. Song, Automatic Image Cropping using Sparse Coding, First Asian Conference on Pattern Recognition(ACPR2011), pp. 490-494, 2011.

[37]. L. Zhang, M. Song, et al., Large-scale Outdoor Scene Classification by Boosting a Set of Highly Discriminative and Low Redundant Graphlets. ICDM Workshops, pp. 847-852, 2011.

[38]. S. Wang, M. Song, et al., Opponent and Feedback: Visual Attention Captured, Neural Information Processing (ICONIP2011), 3: 667-675, 2011.

[39]. Z. Zhou, J. Bu, L. Zhang, M. Song, et al., Describing Human Identity using Attributes, Neural Information Processing (ICONIP2011), 3: 86-94, 2011.

[40]. L. Zhang, W. Bian, M. Song, et al., Integrating Local Features into Discriminative Graphlets for Scence Classification, Neural Information Processing (ICONIP 2011), 3: 589-598, 2011. 

[41]. L. Zhang, M. Song, et al., Feature Relationships Hypergraph for Multimodal Recognition, Neural Information Processing (ICONIP 2011), 3: 657-666, 2011.

[42]. L. Zhang, M. Song, et al., Fast Multi-view Graph Kernels for Object Classifcation, Australasian Conference on Artificial Intelligence (AI 2011), pp. 570-579, 2011.

[43]. Z. Zhou, M. Song, et al., kPose: a new representation for action recognition, Asian Conference on Computer Vision (ACCV 2011), Lecture Notes in Computer Science, 6494: 436-447, 2011.

[44]. B. Xie, M. Song, et al., Random Project Tree and Multiview Embedding for Large-scale Image Retrieval, International Conference on Neural Information Processing (ICONIP2010), pp. 641-649, 2010.

[45]. Y. Yang, M. Song et al., Color to Gray: Attention Preservation, Pacific-Rim Symposium on Image and Video Technology (PSIVT2010), pp. 337-342, 2010.

[46]. C. Hong, N. Li, M. Song, et al., A Level-set based Tracking Approach for Surveillance Video with Fusion and Occlusion, Pacific-Rim Symposium on Image and Video Technology(PSIVT2010), pp. 156-161, 2010.

[47]. B. Xie, M. Song, et al., Large-scale Dictionary Learning for Local Coordinate Coding, British Machine Vision Conference (BMVC2010), Lecture Notes in Computer Science, 6444: 641-649, 2010.

[48]. H. Huang, Y. Lin, M. Song, et al., Face Aging by Sparse Representation, Pacific Rim Conference on Multimedia(PCM2010), pp. 571-582, 2010.

[49]. Y. Yang, M. Song, et al., What is the Chance of Happening: A New Way to Predict Where People Look, European Conference on Computer Vision (ECCV2010), pp. 631-643, 2010.

[50]. L. Zhang, M. Song, et al., Feature Selection for Accelerating Speech based Emotion Recognition, ACM Multimedia(MM2009), pp. 753-756, 2009.

[51]. Y. Yang, M. Song, et al., Visual Attention Analysis using Classic Theory of Gravitational Field, ACM Multimedia(MM2009), pp. 553-556, 2009.

[52]. H. Mao, C. Ye, M. Song, et al., Viewpoint Independent Vehicle Speed Estimation from Uncalibrated Traffic Surveillance Cameras, International Conference on System, Man & Cybernetics (SMC2009), pp. 4920-4925, 2009. [53]. Y. Lin, C. Chen, M. Song, et al., Implicit Surface Reconstruction with An Analogy of Polar Field Model, Pacific-Rim Symposium on Image and Video Technology 2009 (PSIVT2009), pp. 436-448, 2009.

[54]. C. Ye, J. Liu, C. Chen, M. Song, et al., Speech emotion classification on a Riemannian manifold, Pacific Rim Conference on Multimedia (PCM2008), Lecture Notes on Computer Science, 5353:61-69, 2008.

[55]. C. Pang, M. Song, et al., Painterly Rendering with Vector Field based Feature Extraction, International Conference on Artifical Reality and Telexistence (ICAT2006), Lecture Notes on Computer Science, 4282: 960-968, 2006.

 [56]. Q. Wu, M. Song, et al., EigenExpress Approach in Recognition of Facial Expression using GPU, ECCV 2006 workshop on Human-Computer Interaction, Lecture Notes in Computer Science, 3979: 12-20, 2006.

[57]. J. Bu, L. Mo, C. Chen, Z. Yang, M. Song, Multiple-Reference-Frame Based Fast Motion Estimation & Mode Decision for H.263-to-H.264 Transcoder, IEEE International Conference on Image Processing (ICIP06), pp. 849-852, 2006.

[58]. M. Song, et al., Subtle Facial Expression Modeling with Vector Field Decomposition, IEEE International Conference on Image Processing (ICIP06), pp. 2101-2104, 2006.

[59]. M. Song, et al., Real-Time Facial Expression Mapping for High Resolution 3D Meshes, Computer Graphics International (CGI 2006), Lecture Notes in Computer Science , 4035: 277-287, 2006.

[60]. J. Bu, M. Song, et al., Sketch based Facial Expression Recognition using Graphics Hardware, Affective Computing and Intelligent Interaction (ACII05), Lecture Notes in Computer Science,3784: 72-80, 2005.

[61]. M. Song, et al., Audio-Visual based Emotion Recognition-A New Approach, IEEE International Conference on Computer Vision and Pattern Recognition (CVPR2004), pp. 1020-1025, 2004.

[62]. M. Song, et al., 3D Realistic Talking Face Co-Driven by Text and Speech, IEEE International Conference on Systems, Man & Cybernetics (SMC2003), pp. 2175-2180, 2003.