Sparse Representation and Dictionary Learning

Exact Recovery of Sparsely-Used Dictionaries, by Daniel Spielman, Huan Wang, and John Wright. Best paper award of the 25th Conference on Learning Theory (COLT), Jun.2012. The arxiv version with details.

Semi-supervised Learning by Sparse Representation, by Shuicheng Yan and Huan Wang. SIAM International Conference on Data Mining (SDM), Apri. 2009.

Subspace Analysis and Factor Analysis

A Convergent Solution to Tensor Subspace Learning, by Huan Wang, Shuicheng Yan, Thomas Huang and Xiaoou Tang. International Joint Conferences on Artificial Intelligence (IJCAI Oral Presentation), Jan. 2007.

Trace Ratio vs. Ratio Trace for Dimensionality Reduction, by Huan Wang, Shuicheng Yan, Dong Xu, Thomas Huang and Xiaoou Tang. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun.2007.

Mode-kn Factor Analysis for Image Ensembles, by Shuicheng Yan, Huan Wang, Jilin Tu, Xiaoou Tang, and Thomas Huang. IEEE Transaction on Image Processing (TIP), Mar.2009.

Manifold Embedding, CLustering and Regression

Synchronized Submanifold Embedding for Person-Independent Pose Estimation and Beyond, by Shuicheng Yan, Huan Wang, Yun Fu, Jun Yan, Xiaoou Tang, and Thomas S. Huang. IEEE Transactions on Image Processing (TIP), Vol.18, NO.1, Jan.2009.

Regression From Uncertain Labels and Its Applications to Soft Biometrics, by Shuicheng Yan, Huan Wang, Xiaoou Tang, Jianzhuang Liu, and Thomas Huang. IEEE Transactions on Information Forensics and Security (TIFS), Vol. 3, NO. 4, Dec.2008.

Learning Auto-Structured Regressor from Uncertain NonNegative Labels, by Shuicheng Yan, Huan Wang, Thomas Huang and Xiaoou Tang. IEEE International Conference on Computer Vision (ICCV), Oct.2007.

Transductive Regression Piloted by Inter-Manifold Relations, by Huan Wang, Shuicheng Yan, Thomas Huang, Jianzhuang Liu, and Xiaoou Tang. International Conference on Machine Learning (ICML), Jun. 2007.

Maximum unfolded embedding: Formulation, Solution, and Application for Image Clustering, by Huan Wang, Shuicheng Yan, Thomas Huang and Xiaoou Tang. ACM international conference on Multimedia (ACM MM), Oct.2006.

Ranking

Ranking with Uncertain Labels , by Shuicheng Yan, Huan Wang, Thomas Huang and Xiaoou Tang. IEEE International Conference on Multimedia and Expo (ICME Oral Presentation), May.2007.

Ranking with Uncertain Labels and Its Application , by Shuicheng Yan, Huan Wang, Jianzhuang Liu, Xiaoou Tang, and Thomas Huang. Frontiers of Computer Science in China (Journal), 2007.

Image Registration and Face Recognition

Correspondence Propagation with Weak Priors , by Huan Wang, Shuicheng Yan, Jianzhuang Liu, Thomas Huang, and Xiaoou Tang. IEEE Transaction on Image Processing (TIP), Jan.2009.

Misalignment-Robust Face Recognition , by Shuicheng Yan, Huan Wang, Jianzhuang Liu, Xiaoou Tang, and Thomas Huang. IEEE Transaction on Image Processing (TIP), Apri.2010.

Misalignment-Robust Face Recognition , by Huan Wang, Shuicheng Yan, Thomas Huang, Jianzhuang Liu, and Xiaoou Tang. IEEE International Conference on Computer Vision (CVPR), Jun.2008.

Exploring Feature Descriptors for Face Recognition , by Shuicheng Yan, Huan Wang, Xiaoou Tang, and Thomas Huang. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP Oral Presentation), Apri. 2007.

M'Phil Thesis In CUHK

Exploring Intrinsic Structures from Samples: Supervised, Unsupervised, and Semisupervised Frameworks , by Huan Wang, Jun.2007.