northeastern-university


Research

Information for recent research topics is here http://www.northeastern.edu/smilelab/research/

Note: The follow topics are all before 2012.

Applied Machine Learning

Manifold and Subspace Learning

-   Yun Fu, Shuicheng Yan, and Thomas S. Huang, Correlation Metric for Generalized Feature Extraction, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), vol. 30, no. 12, pp. 2229-2235, Dec. 2008.

-   Yun Fu and Thomas S. Huang, Image Classification Using Correlation Tensor Analysis, IEEE Transactions on Image Processing (T-IP), vol. 17, no. 2, pp. 226-234, Feb. 2008.

-   Yun Fu, Shuicheng Yan, and Thomas S. Huang, Classification and Feature Extraction by Simplexization, IEEE Transactions on Information Forensics and Security (T-IFS), vol. 3, no. 1, pp. 91-100, Mar. 2008.

-   Jianchao Yang, Shuicheng Yan, Yun Fu, Xuelong Li, and Thomas S. Huang, Non-Negative Graph Embedding, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Mar. 2008

Low-Rank Analytics and Sparse Representation

-   Bin Cheng, Jianchao Yang, Shuicheng Yan, Yun Fu, and Thomas Huang, Learning with L1-Graph for Image Analysis, IEEE Transactions on Image Processing (T-IP), vol. 19, no. 4, pp. 858-866, 2010.

-   Yan Zhu, Xu Zhao, Yun Fu, and Yuncai Liu, Sparse Coding on Local Spatial-Temporal Volumes for Human Action Recognition, The 10th Asian Conference on Computer Vision (ACCV), 2010.

-   Wei Chen, Ming Shao, and Yun Fu, Fast Low-Rank Approximation for Large Graph, IEEE International Conference on Data Mining (ICDM), Workshop on Large Scale Visual Analytics, 2011.

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Learning for Pattern Fusion

-   Yun Fu, Liangliang Cao, Guodong Guo, and Thomas S. Huang, Multiple Feature Fusion by Subspace Learning, ACM International Conference on Image and Video Retrieval (CIVR), pp. 127-134, 2008.

-   Guodong Guo, Yun Fu, Thomas S. Huang, and Charles R. Dyer, A Probabilistic Fusion Approach to Human Age Prediction, IEEE Conference on Computer Vision and Pattern Recognition (CVPR)--SLAM Workshop, Mar. 2008.

-   Ming Liu, Yun Fu, and Thomas S. Huang, An Audio-Visual Fusion Framework with Joint Dimensionality Reduction, IEEE Intl Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 4437-4440, 2008.

-    Xiong Li, Xu Zhao, Yun Fu, and Yuncai Liu, Weak Metric Learning for Feature Fusion towards Perception-Inspired Object Recognition, The 16th Intl Conf on Mutli-Media Modeling (MMM), 2010.

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Clustering and Semi-Supervised Learning

-   Yun Fu, Zhu Li, Thomas S. Huang, and Aggelos K. Katsaggelos, Locally Adaptive Subspace and Similarity Metric Learning for Visual Clustering and Retrieval, Computer Vision and Image Understanding (CVIU), Special Issue on Similarity Matching in Computer Vision and Multimedia, vol. 110, no. 3, pp. 390-402, 2008.

-    Yun Fu and Thomas S. Huang, Unsupervised Locally Embedded Clustering For Automatic High-Dimensional Data Labeling, IEEE Intl Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 1057-1060, 2007.

-   Yun Fu, Zhu Li, Xi Zhou, and Thomas S. Huang, LAPLACIAN Affinity Propagation for Semi-Supervised Object Classification, IEEE International Conference on Image Processing (ICIP), pp. 189-192, 2007.

Graphical Model

-   Pradipto Das, Rohini Srihari and Yun Fu, Simultaneous Joint and Conditional Modeling of Documents Tagged from Two Perspectives, ACM Conference on Information and Knowledge Management (CIKM), 2011.

Social Media Analytics

Kinship Recognition

Ming Shao, Siyu Xia and Yun Fu, Genealogical Face Recognition based on UB KinFace Database, IEEE CVPR Workshop on Biometrics (CVPR BIOM), 2011.  [ResearchWeb]

-   Siyu Xia, Ming Shao and Yun Fu, Kinship Verification through Transfer Learning, International Joint Conferences on Artificial Intelligence (IJCAI), pp. 2539-2544, 2011.

-   Siyu Xia, Ming Shao, Jiebo Luo, and Yun Fu, Understanding Kin Relationships in a Photo, IEEE Transactions on Multimedia (T-MM), Volume: 14, Issue: 4, Page(s): 1046-1056, 2012.

-   Siyu Xia, Ming Shao, and Yun Fu, Toward Kinship Verification Using Visual Attributes, IEEE International Conference on Pattern Recognition (ICPR), 2012.

Age Estimation

-   Yun Fu, Guodong Guo, and Thomas S. Huang, Age Synthesis and Estimation via Faces: A Survey, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), vol. 32 no. 11, pp. 1955-1976, 2010.

-    Yun Fu and Thomas S. Huang, Human Age Estimation with Regression on Discriminative Aging Manifold, IEEE Transactions on Multimedia (T-MM), vol. 10, no. 4, pp. 578-584, 2008. 

-   Guodong Guo, Yun Fu, Thomas S. Huang, and Charles R. Dyer, Image-based Human Age Estimation by Manifold Learning and Locally Adjusted Robust Regression, IEEE Transactions on Image Processing (T-IP), vol. 17, no. 7, pp. 1178-1188, 2008.

-     Guodong Guo, Guowang Mu, Yun Fu, Charles Dyer, and Thomas S. Huang, A Study on Automatic Age Estimation using a Large Database, IEEE International Conference on Computer Vision (ICCV), 2009.

-   Guodong Guo, Yun Fu, Thomas S. Huang, Human Age Estimation Using Bio-inspired Features, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2009.

Gender Recognition

-   Xiong Li, Xu Zhao, Yun Fu, and Yuncai Liu, Bimodal Gender Recognition from Face and Fingerprint, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010.

-    Guodong Guo Charles R. Dyer, Yun Fu, and Thomas S. Huang, Is Gender Recognition Affected by Age? IEEE International Conference on Computer Vision (ICCV), Workshop on Human Computer Interaction (HCI), 2009.

-   Guodong Guo, Guowang Mu, Yun Fu, and Alade Tokuta, Gender from Body: A Biologically-Inspired Approach with Manifold Learning, The Ninth Asian Conference on Computer Vision (ACCV), 2009.

-    Liangliang Cao, Mert Dikmen, Yun Fu and Thomas S. Huang, Gender Recognition from Body, The ACM Multimedia (ACM MM), pp. 725-728, 2008.

Head Pose Estimation

-   Yun Fu, Zhu Li, Junsong Yuan, Ying Wu, and Thomas S. Huang, Locality vs. Globality: Query-Driven Localized Linear Models for Facial Image Computing, IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), vol. 18,  no. 12,  pp: 1741-1752, Dec. 2008.

-   Jilin Tu, Yun Fu, and Thomas S. Huang, Locating Nose-tips and Estimating Head Pose in Images by Tensorposes, IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), vol. 19, no. 1, pp. 90-102, Jan. 2009.

-   Shuicheng Yan, Huan Wang, Yun Fu, J. Yan, Xiaoou Tang, and  Thomas S. Huang, Synchronized Submanifold Embedding for Person-Independent Pose Estimation and Beyond, IEEE Transactions on Image Processing (T-IP), vol.18, no. 1, pp. 202-210, Jan. 2009.

-   Yun Fu and Thomas S. Huang, Graph Embedded Analysis for Head Pose Estimation, The IEEE Conference Series on Automatic Face and Gesture Recognition (FG), pp. 3-8, 2006.

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Affect Analysis

-   Zhihong Zeng, Yun Fu, Glenn I. Roisman, Zhen Wen,Yuxiao Hu, Thomas S. Huang, One-Class Classification for Spontaneous Facial Expression Analysis, The IEEE Conference Series on Automatic Face and Gesture Recognition (FG), pp. 281-286, 2006.

-   Zhihong Zeng, Yuxiao Hu, Glenn I. Roisman, Zhen Wen, Yun Fu and Thomas S. Huang, Audio-Visual Emotion Recognition in Adult Attachment Interview, The Eighth International Conference on Multimodal Interfaces (ICMI), pp. 139-145, 2006.

-   Zhihong Zeng, Yuxiao Hu, Ming Liu, Yun Fu, and Thomas S. Huang, Training Combination Strategy of Multi-stream Fused Hidden Markov Model for Audio-visual Affect Recognition, The ACM Multimedia (ACM MM), pp. 65-68, 2006.

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Human Motion Tracking and Understanding

-   Xu Zhao, Yun Fu, and Yuncai Liu, Human Motion Tracking by Temporal-Spatial Local Gaussian Process Experts, IEEE Transactions on Image Processing (T-IP), 2010. (in press)

-    Xu Zhao, Yun Fu, Huazhong Ning, Yuncai Liu, and Thomas S. Huang, Human Pose Regression through Multiview Visual Fusion, IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), vol. 20, no. 7, pp. 957-966, 2010.

-    Zhu Li, Yun Fu, Shuicheng Yan and Thomas S. Huang, Real-Time Human Action Recognition by Luminance Field Trajectory Analysis, The ACM Multimedia (ACM MM), pp. 671-676, 2008.

-   Huazhong Ning, Tony X. Han, Yuxiao Hu, Zhenqiu Zhang, Yun Fu, and Thomas S. Huang, A Realtime Shrug Detector, The IEEE Conference Series on Automatic Face and Gesture Recognition (FG), pp. 505-510, 2006. [ResearchWeb]

Human-Computer Interaction

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M-Face

-   Yun Fu and Nanning Zheng, M-Face: An Appearance-Based Photorealistic Model for Multiple Facial Attributes Rendering, IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), vol. 16, no. 7, pp. 830-842, Jul. 2006. [ResearchWeb]

-   Yun Fu, Merging Ratio Images Based Realistic Object Class Re-Rendering, IEEE International Conference on Image Processing (ICIP), pp. 3523-3526, 2004.

-   Yun Fu, Nanning Zheng, Jianyi Liu, and Ting Zhang, Facetransfer: A System Model of Facial Image Rendering, IEEE International Conference on Systems, Man & Cybernetics (SMC), pp. 2180-2185, 2004. [ResearchWeb]

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Humanoid Avatar

-   Hao Tang, Yun Fu, Jilin Tu, Thomas S. Huang, and Mark Hasegawa-Johnson, Humanoid Audio-Visual Avatar with Emotive Text-To-Speech Synthesis, IEEE Transactions on Multimedia (T-MM), vol. 10, no. 6, pp. 969-981, Oct. 2008. [ResearchWeb]

-   Hao Tang, Yun Fu, Jilin Tu, Thomas S. Huang, Mark Hasegawa-Johnson, EAVA: A 3D Emotive Audio-Visual Avatar, IEEE Workshop on Application of Computer Vision (WACV), 2008. [ResearchWeb]

-   Hao Tang, Yuxiao Hu, Yun Fu, Mark Hasegawa-Johnson and Thomas S. Huang, Real-Time Conversion from a Single 2D Face Image to a 3D Text-Driven Emotive Audio-Visual AVATAR, IEEE International Conference on Multimedia & Expo (ICME), pp. 1205-1208, 2008. [ResearchWeb]

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Multimodal Human-Avatar Interaction

-    Yun Fu, Renxiang Li, Thomas S. Huang, and Mike Danielsen, Real-Time Multimodal Human-Avatar Interaction, IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), vol. 18, no. 4, pp. 467-477, Apr. 2008. [ResearchWeb]

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hMouse

-   Yun Fu, Jilin Tu, Hao Tang, and Thomas S. Huang, Human-Centered Face Computing in Multimedia Interaction and Communication, in Intelligent Multimedia Communication: Techniques and Applications, C.W. Chen, Z. Li and S. Liang (Eds.), Springer-Verlag, 2010.

-   Yun Fu and Thomas S. Huang, hMouse: Head Tracking Driven Virtual Computer Mouse, IEEE Workshop on Application of Computer Vision (WACV), 2007.

 

Last Update: 9-18-2012, Copyright 2004~2012, Raymond Fu, All Rights Reserved