Journal Articles and Technical Reports

l     Wei Liu, Jun Wang, and Shih-Fu Chang

Robust and Scalable Graph-Based Semi-Supervised Learning
To appear in Proceedings of the IEEE, special issue on Web-Scale Multimedia Processing and Applications, September 2012.

l     Rongrong Ji, Hongxun Yao, Wei Liu, Xiaoshuai Sun, and Qi Tian

Task-Dependent Visual-Codebook Compression
IEEE Transactions on Image Processing, vol. 21, no. 4, pp. 2282-2293, April 2012.
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l     Si Si, Wei Liu, Dacheng Tao, and Kwok-Ping Chan
Distribution Calibration in Riemannian Symmetric Space
IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics, vol. 41, no. 4, pp. 921 – 930, August 2011.
pdf

l     Steven C.H. Hoi, Wei Liu, and Shih-Fu Chang
Semi-Supervised Distance Metric Learning for Collaborative Image Retrieval and Clustering
ACM Transactions on Multimedia Computing, Communications and Applications (TOMCCAP), vol. 6, no. 3, article 18, August 2010.
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l     Wei Liu et al.
Null Space Approach of Fisher Discriminant Analysis for Face Recognition
Biometric Authentication, Lecture Notes in Computer Science, vol. 3087, pp. 32-44, 2004 (Springer).
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l     HAN Yi-ping, YU Hang, and LIU Wei
Classification of DNA Sequences
Mathematics in Practice and Theory, vol. 31, no, 1, pp. 38-45, January 2001 (in Chinese).
Problem  Paper
  

Refereed Conference Papers

l     Wei Liu, Jun Wang, Yadong Mu, Sanjiv Kumar, and Shih-Fu Chang
Compact Hyperplane Hashing with Bilinear Functions
International Conference on Machine Learning (ICML), Edinburgh, Scotland, 2012 (oral, 27.3% acceptance rate).

l     Wei Liu, Jun Wang, Rongrong Ji, Yu-Gang Jiang, and Shih-Fu Chang
Supervised Hashing with Kernels
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, Rhode Island, USA, 2012 (oral, 2.48% acceptance rate).
pdf

l     Wei Liu, Jun Wang, Sanjiv Kumar, and Shih-Fu Chang
Hashing with Graphs
International Conference on Machine Learning (ICML), Bellevue, Washington, USA, 2011 (oral, 25.8% acceptance rate).
pdf  slides  video  code
  

l     Wei Liu, Yu-Gang Jiang, Jiebo Luo, and Shih-Fu Chang
Noise Resistant Graph Ranking for Improved Web Image Search
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Colorado Springs, USA, 2011 (26.0% acceptance rate).
pdf  slides

l     Bin Xu, Jiajun Bu, Chun Chen, Deng Cai, Xiaofei He, Wei Liu, and Jiebo Luo

Efficient Manifold Ranking for Image Retrieval
International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), Beijing, China, 2011 (full oral, 19.8% acceptance rate).
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l     Wei Liu  et al.
Semi-Supervised Sparse Metric Learning Using Alternating Linearization Optimization
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), Washington DC, USA, 2010 (full oral, 13.3% acceptance rate).
pdf  video

l     Junfeng He, Wei Liu, and Shih-Fu Chang
Scalable Similarity Search with Optimized Kernel Hashing
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), Washington DC, USA, 2010 (full oral, 13.3% acceptance rate).
pdf

l     Wei Liu, Junfeng He, and Shih-Fu Chang
Large Graph Construction for Scalable Semi-Supervised Learning
International Conference on Machine Learning (ICML), Haifa, Israel, 2010 (oral, 25.6% acceptance rate).
pdf  slides  code

l     Wei Liu and Shih-Fu Chang
Robust Multi-Class Transductive Learning with Graphs
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Miami Beach, Florida, USA, 2009 (26.2% acceptance rate).
pdf  slides  code

l     Wei Liu, Wei Jiang, and Shih-Fu Chang
Relevance Aggregation Projections for Image Retrieval
ACM International Conference on Image and Video Retrieval (CIVR), Niagara Falls, Canada, 2008 (full oral).
pdf  slides

l     Steven C.H. Hoi, Wei Liu, and Shih-Fu Chang
Semi-Supervised Distance Metric Learning for Collaborative Image Retrieval
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, USA, 2008 (31.9% acceptance rate).
pdf  slides  code

l     Yiwen Luo, Wei Liu, Jianzhuang Liu, and Xiaoou Tang
MQSearch: Image Search by Multi-Class Query
SIGCHI Conference on Human Factors in Computing Systems (CHI), Florence, Italy, 2008 (short oral).
pdf

l     Wei Liu  et al.
Output Regularized Metric Learning with Side Information
European Conference on Computer Vision (ECCV), Marseille, France, 2008 (27.9% acceptance rate).
pdf

l     Wei Liu  et al.
Transductive Component Analysis
IEEE International Conference on Data Mining (ICDM), Pisa, Italy, 2008 (full oral, 9.7% acceptance rate).
pdf

l     Wei Liu  et al.
Constrained Metric Learning Via Distance Gap Maximization
AAAI Conference on Artificial Intelligence (AAAI), Atlanta, GA, USA, 2010 (oral, 26.9% acceptance rate).
pdf

l     Wei Liu  et al.
Spectral Kernel Learning for Semi-Supervised Classification
International Joint Conference on Artificial Intelligence (IJCAI), Pasadena, CA, USA, 2009 (oral, 25.7% acceptance rate).
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l     Wei Liu, Xiaoou Tang, and Jianzhuang Liu
Bayesian Tensor Inference for Sketch-based Facial Photo Hallucination
International Joint Conference on Artificial Intelligence (IJCAI), Hyderabad, India, 2007 (oral, 15.7% acceptance rate).
pdf  slides

l     Yuandong Tian, Wei Liu, Rong Xiao, Fang Wen, and Xiaoou Tang
A Face Annotation Framework with Partial Clustering and Interactive Labeling
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Minneapolis, Minnesota, USA, 2007 (28.2% acceptance rate).
pdf  slides

l     Steven C.H. Hoi, Wei Liu, Michael R. Lyu, and Wei-Ying Ma
Learning Distance Metrics with Contextual Constraints for Image Retrieval
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York, NY, USA, 2006 (28.1% acceptance rate).
pdf  slides

l     Wei Liu, Zhifeng Li, and Xiaoou Tang
Spatio-temporal Embedding for Statistical Face Recognition from Video
European Conference on Computer Vision (ECCV), Graz, Austria, 2006 (21.4% acceptance rate).
pdf  slides

l     Wei Liu, Dahua Lin, and Xiaoou Tang
Hallucinating Faces: TensorPatch Super-Resolution and Coupled Residue Compensation
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Diego, CA, USA, 2005 (oral, 6.4% acceptance rate).
pdf  slides

l     Zhifeng Li, Wei Liu, Dahua Lin, and Xiaoou Tang
Nonparametric Subspace Analysis for Face Recognition
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Diego, CA, USA, 2005 (27.9% acceptance rate).
pdf

l     Wei Liu and Xiaoou Tang
Learning an Image-Word Embedding for Image Auto-Annotation on the Nonlinear Latent Space
ACM International Conference on Multimedia (ACM MM), Singapore, 2005 (short oral).
pdf

l     Wei Liu, Dahua Lin, and Xiaoou Tang
Neighbor Combination and Transformation for Hallucinating Faces
IEEE International Conference on Multimedia and Expo (ICME), Amsterdam, Netherlands, 2005 (oral).
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l     Dahua Lin, Wei Liu, and Xiaoou Tang
Layered Local Prediction Network with Dynamic Learning for Face Super-Resolution
IEEE International Conference on Image Processing (ICIP), Genova, Italy, 2005.
pdf

l     Wei Liu, Dahua Lin, and Xiaoou Tang
Face Hallucination Through Dual Associative Learning
IEEE International Conference on Image Processing (ICIP), Genova, Italy, 2005.
pdf

l     Wei Liu et al.
Local Manifold Matching for Face Recognition
IEEE International Conference on Image Processing (ICIP), Genova, Italy, 2005.
pdf

l     Wei Liu et al.
Null Space-based Kernel Fisher Discriminant Analysis for Face Recognition
IEEE International Conference on Automatic Face and Gesture Recognition (FGR), Seoul, Korea, 2004.
pdf

l     Wei Liu et al.
Nearest Intra-Class Space Classifier for Face Recognition
International Conference on Pattern Recognition (ICPR), Cambridge, UK, 2004.
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l     Wei Fan, Yunhong Wang, Wei Liu, and Tieniu Tan
Combining Null Space-based Gabor Features for Face Recognition
International Conference on Pattern Recognition (ICPR), Cambridge, UK, 2004.
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Earlier Papers
 

Hang Yu, Wei Liu, and Yiping Han
What If Another Floyd? - Escaping a Hurricane's Wrath
The 17th Annual International Mathematical Contest in Modeling (MCM), Meritorious Award Paper, USA, 2001.
Problem  Paper

Wei Liu, Yiping Han, and Hang Yu
Channel Assignment Strategies for Cellular Phone Systems
The 16th Annual International Mathematical Contest in Modeling (MCM), Meritorious Award Paper, USA, 2000.
Problem  Paper

 

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