Publications

. PointFlow: Flowing Semantics Through Points for Aerial Image Segmentation. CVPR, 2021.

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. Unlearnable Examples: Making Personal Data Unexploitable. ICLR, 2021.

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. Towards A Unified Understanding and Improving of Adversarial Transferability. ICLR, 2021.

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. Is Attention Better Than Matrix Decomposition?. ICLR, 2021.

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. Improving Adversarial Robustness via Channel-wise Activation Suppressing. ICLR, 2021.

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. Learned Extragradient ISTA with Interpretable Residual Structures for Sparse Coding. AAAI, 2021.

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. Improving Semantic Segmentation via Decoupled Body and Edge Supervision. ECCV, 2020.

. Invertible Image Rescaling. ECCV, 2020.

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. Normalized Loss Functions for Deep Learning with Noisy Labels. ICML, 2020.

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. Maximum-and-Concatenation Networks. ICML, 2020.

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. Boosted Histogram Transform for Regression. ICML, 2020.

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. Improving Adversarial Robustness Requires Revisiting Misclassified Examples. ICLR, 2020.

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. Synthetic Depth Transfer for Monocular 3D Object Pose Estimation in the Wild. AAAI, 2020.

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. L1-Norm Heteroscedastic Discriminant Analysis under Mixture of Gaussian Distributions . TNNLS, 2019.

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. Symmetric Cross Entropy for Robust Learning with Noisy Labels. ICCV, 2019.

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. Subspace Clustering under Complex Noise. TCSVT, 2019.

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. Subspace Clustering by Block Diagonal Representation. TPAMI, 2019.

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. Self-Supervised Convolutional Subspace Clustering Network. CVPR, 2019.

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. Robust 3D Human Pose Estimation from a Single Image or a Video Sequence. TPAMI, 2019.

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. Neural Multimodal Cooperative Learning Towards Micro-video Understanding. TIP, 2019.

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. On the Convergence and Robustness of Adversarial Training. ICML, 2019.

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. Deep Comprehensive Correlation Mining for Image Clustering. ICCV, 2019.

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. Tensor Robust Principal Component Analysis with A New Tensor Nuclear Norm. PAMI, 2018.

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. On the Applications of Robust PCA in Image and Video Processing. PIEEE, 2018.

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. Dictionary Learning with Structured Noise. Neurocomputing, 2018.

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. Transformation Invariant Subspace Clustering. PR, 2017.

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. Label Information Guided Graph Construction for Semi-Supervised Learning. TIP, 2017.

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. Globally Variance-Constrained Sparse Representation for Rate-Distortion Optimized Image Representation. DCC, 2017.

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. Globally Variance-Constrained Sparse Representation and Its Application in Image Set Coding. TIP, 2017.

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. Efficient Tree-structured SfM by RANSAC Generalized Procrustes Analysis. CVIU, 2017.

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. Tensor LRR and Sparse Coding Based Subspace Clustering. TNNLS, 2016.

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. Robust Kernel Estimation with Outliers Handling for Image Deblurring. CVPR, 2016.

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. Learning to Diffuse: A New Perspective to Design PDEs for Visual Analysis. TPAMI, 2016.

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. Locality-Preserving Low-Rank Representation for Graph Construction from Nonlinear Manifolds. Neurocomputing, 2015.

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. Subspace Clustering by Mixture of Gaussian Regression. CVPR, 2015.

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. Adaptive Sharing for Image Classification. IJCAI, 2015.

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. Multi-Level Discriminative Dictionary Learning With Application to Large Scale Image Classification. TIP, 2015.

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. Robust Nuclear Norm Regularized Regression for Face Recognition with Occlusion. PR, 2015.

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. Penrose Demosaicking. TIP, 2015.

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. Generalized Singular Value Thresholding. AAAI, 2015.

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. Smooth Representation Clustering. CVPR, 2014.

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. Smooth Representation Clustering. CVPR, 2014.

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. Robust Low-Rank Regularized Regression for Face Recognition with Occlusion. CVPR 2014 Biometrics Workshop, 2014.

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. Robust Estimation of 3D Human Poses from Single Images. CVPR, 2014.

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. Tensor LRR Based Subspace Clustering. IJCNN, 2014.

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. A Regularized Approach for Geodesic Based Semi-Supervised Multi-Manifold Learning. TIP, 2014.

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. Correntropy Induced L2 Graph for Robust Subspace Clustering. ICCV, 2013.

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. Transform Invariant Text Extraction. TVC, 2013.

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. Regularized Semi-Supervised Latent Dirichlet Allocation for visual concept learning. Neurocomputing, 2013.

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. Robust Recovery of Subspace Structures by Low-Rank Representation. TPAMI, 2013.

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. Geodesic based semi-supervised multi-manifold feature extraction. ICDM, 2012.

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. Perceptual Thumbnail Generation. CRC Press, 2012.

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. A comparison of typical ℓp minimization algorithms. Neurocomputing, 2012.

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. Non-Negative Low Rank and Sparse Graph for Semi-Supervised Learning. CVPR, 2012.

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. Fast gradient vector flow computation based on augmented Lagrangian method. PRL, 2012.

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. Penrose Pixels for Super-Resolution. TPAMI, 2011.

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. Emotion Recognition from Arbitrary View Facial Images. ECCV, 2010.

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. Unsupervised Object Segmentation with a Hybrid Graph Model. TPAMI, 2010.

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. Aperiodic pixel layout for super-resolution (Invited Paper). SPIE photonics Europe 2010, 2010.

. Fast Algorithms for Recovering a Corrupted Low-Rank Matrix. CAMSAP, 2009.

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. Fast Convex Optimization Algorithms for Exact Recovery of a Corrupted Low-Rank Matrix. Technical Report UILU-ENG-09-2214, UIUC, 2009.

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. Signature Sample Synthesis. Springer, 2009.

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. Classification via Minimum Incremental Coding Length. SIIMS, 2009.

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. A Novel Approach to Expression Recognition from Non-frontal Face Images. ICCV, 2009.

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. Perceptual Image Preview. MSJ, 2008.

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. Limits of Learning-Based Superresolution Algorithms. IJCV, 2008.

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. One-Shot Approximate Local Shading. 2008.

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. Learning Partial Differential Equations for Computer Vision. MSR-TR-2008-189, 2008.

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. Color Filter Arrays: Representation and Analysis. Tech. Report no. RR-08-04, Dept. of Computer Science, Queen Mary, Univ. of London, 2008.

. Color Filter Arrays: A Design Methodology. Tech. report no. RR-08-03, Dept. of Computer Science, Queen Mary, Univ. of London, 2008.

. Modeling and Rendering of Heterogeneous Translucent Materials Using the Diffusion Equation. TOG, 2008.

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. Classification via Semi-Riemannian Spaces. CVPR, 2008.

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. Real-Time Rendering of Realistic Rain. MSR-TR-2009-92, 2007.

. High Resolution Animated Scenes from Stills. TVCG, 2007.

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. Linear Laplacian Discrimination for Feature Extraction. CVPR, 2007.

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. Limits of Learning-Based Superresolution Algorithms. ICCV, 2007.

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. Laplacian PCA and Its Applications. ICCV, 2007.

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. Contextual Distance for Data Perception. ICCV, 2007.

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. Classification via Minimum Incremental Coding Length (MICL). NIPS, 2007.

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. A Hybrid Graph Model for Unsupervised Object Segmentation. ICCV, 2007.

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. Table Detection in Online Ink Notes. TPAMI, 2006.

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. Real-Time Rendering of Realistic Rain. MSR-TR-2006-102, 2006.

. Rule-based cleanup of on-line English ink notes. PR, 2006.

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. Real-Time Rendering of Realistic Rain. Siggraph, 2006.

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. Detecting Doctored JPEG Images via DCT Coefficient Analysis. ECCV, 2006.

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. Pre-filtering 2D Polygons without Clipping. JGT, 2005.

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. Optimal Polynomial Filters. JGT, 2005.

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. Detecting Doctored Images Using Camera Response Normality and Consistency. CVPR, 2005.

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. Correction and rectification of light fields. CG, 2003.

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. Signature verification using integrated classifiers. Sinobiometrics, 2003.

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. Correction and Rectification of Light Fields. VRAI, 2002.

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