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TRANSFERRED OUT - Multiview Complete Space Learning for Sparse Camera Network Research

Funding: 2013: $123,393
2014: $234,036
2015: $224,036
2016: $224,036
2017: $110,643

Project Member(s): Tao, D.

Funding or Partner Organisation: Australian Research Council (ARC Future Fellowships)

Start year: 2014

Summary: Data analytics in video surveillance and social computing is a problem because data are represented by multiple heterogeneous features. This project will develop a Multiview Complete Space Learning framework to exploit heterogeneous properties to represent images obtained from sparse camera networks. It will integrate multiple features to identify people and understand behaviour, to build a database of activities occurring in a wide area of surveillance. It will expand frontier technologies and safeguard Australia by providing warnings for hazardous (eg. overcrowding, trespassing), criminal, and terrorist situations. Results will: be applicable internationally; enhance Australia's role in machine learning and computer vision communities.

Publications:

Mei, T, Li, L, Tian, X, Tao, D & Ngo, CW 2018, 'PageSense: Toward Stylewise Contextual Advertising via Visual Analysis of Web Pages', IEEE Transactions on Circuits and Systems for Video Technology, vol. 28, no. 1, pp. 254-266.
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Peng, H, Zheng, Y, Zhao, Z, Liu, T & Li, J 2018, 'Recognition of CRISPR/Cas9 off-target sites through ensemble learning of uneven mismatch distributions.', Bioinformatics, vol. 34, no. 17, pp. i757-i765.
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Zhang, L, Zhang, Q, Du, B, Huang, X, Tang, YY & Tao, D 2018, 'Simultaneous Spectral-Spatial Feature Selection and Extraction for Hyperspectral Images.', IEEE Transactions on Cybernetics, vol. 48, no. 1, pp. 16-28.
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Zhu, F, Gao, J, Xu, C, Yang, J & Tao, D 2018, 'On Selecting Effective Patterns for Fast Support Vector Regression Training', IEEE Transactions on Neural Networks and Learning Systems, vol. 29, no. 8, pp. 3610-3622.
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Chen, Z, You, X, Zhong, B, Li, J & Tao, D 2017, 'Dynamically Modulated Mask Sparse Tracking', IEEE Transactions on Cybernetics, vol. 47, no. 11, pp. 3706-3718.
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Ding, C & Tao, D 2017, 'Pose-invariant face recognition with homography-based normalization', Pattern Recognition, vol. 66, pp. 144-152.
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Dong, Y, Du, B, Zhang, L, Zhang, L & Tao, D 2017, 'LAM3L: Locally adaptive maximum margin metric learning for visual data classification', Neurocomputing, vol. 235, pp. 1-9.
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Du, B, Wang, Z, Zhang, L, Zhang, L & Tao, D 2017, 'Robust and Discriminative Labeling for Multi-Label Active Learning Based on Maximum Correntropy Criterion', IEEE Transactions on Image Processing, vol. 26, no. 4, pp. 1694-1707.
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Du, B, Wang, Z, Zhang, L, Zhang, L, Liu, W, Shen, J & Tao, D 2017, 'Exploring Representativeness and Informativeness for Active Learning', IEEE Transactions on Cybernetics, vol. 47, no. 1, pp. 14-26.
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Du, B, Zhang, M, Zhang, L, Hu, R & Tao, D 2017, 'PLTD: Patch-Based Low-Rank Tensor Decomposition for Hyperspectral Images', IEEE Transactions on Multimedia, vol. 19, no. 1, pp. 67-79.
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Fang, M, Yin, J, Hall, LO & Tao, D 2017, 'Active Multitask Learning With Trace Norm Regularization Based on Excess Risk', IEEE Transactions on Cybernetics, vol. 47, no. 11, pp. 3906-3915.
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Gong, C, Tao, D, Liu, W, Liu, L & Yang, J 2017, 'Label Propagation via Teaching-to-Learn and Learning-to-Teach.', IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 6, pp. 1452-1465.
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Gui, J, Sun, Z, Ji, S, Tao, D & Tan, T 2017, 'Feature selection based on structured sparsity: a comprehensive study', IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 7, pp. 1490-1507.
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Hu, W, Tao, D, Zhang, W, Xie, Y & Yang, Y 2017, 'The Twist Tensor Nuclear Norm for Video Completion', IEEE Transactions on Neural Networks and Learning Systems.
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Hu, W, Yan, L, Wang, H, Du, B & Tao, D 2017, 'Real-time traffic jams prediction inspired by Biham, Middleton and Levine (BML) model', Information Sciences, vol. 381, pp. 209-228.
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Li, J, Deng, C, Xu, RYD, Tao, D & Zhao, B 2017, 'Robust Object Tracking with Discrete Graph-Based Multiple Experts', IEEE Transactions on Image Processing, vol. 26, no. 6, pp. 2736-2750.
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Li, J, Mei, X, Prokhorov, D & Tao, D 2017, 'Deep Neural Network for Structural Prediction and Lane Detection in Traffic Scene', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 28, no. 3, pp. 690-703.
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Liu, H, Wu, J, Liu, T, Tao, D & Fu, Y 2017, 'Spectral Ensemble Clustering via Weighted K-Means: Theoretical and Practical Evidence', IEEE Transactions on Knowledge and Data Engineering, vol. 29, no. 5, pp. 1129-1143.
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Liu, Q, Deng, J, Yang, J, Liu, G & Tao, D 2017, 'Adaptive cascade regression model for robust face alignment', IEEE Transactions on Image Processing, vol. 26, no. 2, pp. 797-807.
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Liu, Q, Sun, Y, Wang, C, Liu, T & Tao, D 2017, 'Elastic net hypergraph learning for image clustering and semi-supervised classification', IEEE Transactions on Image Processing, vol. 26, no. 1, pp. 452-463.
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Liu, T, Gong, M & Tao, D 2017, 'Large-Cone Nonnegative Matrix Factorization', IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 9, pp. 2129-2142.
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Liu, T, Tao, D, Song, M & Maybank, S 2017, 'Algorithm-Dependent Generalization Bounds for Multi-Task Learning.', IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 39, no. 2, pp. 227-241.
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Qiao, M, Liu, L, Yu, J, Xu, C & Tao, D 2017, 'Diversified dictionaries for multi-instance learning', Pattern Recognition, vol. 64, pp. 407-416.
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Qu, Y, Lin, L, Shen, F, Lu, C, Wu, Y, Xie, Y & Tao, D 2017, 'Joint Hierarchical Category Structure Learning and Large-Scale Image Classification', IEEE Transactions on Image Processing, vol. 26, no. 9, pp. 4331-4346.
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Tian, D & Tao, D 2017, 'Global Hashing System for Fast Image Search', IEEE Transactions on Image Processing, vol. 26, no. 1, pp. 79-89.
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Xie, L, Tao, D & Wei, H 2017, 'Joint structured sparsity regularized multiview dimension reduction for video-based facial expression recognition', ACM Transactions on Intelligent Systems and Technology, vol. 8, no. 2.
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Xiong, W, Zhang, L, Du, B & Tao, D 2017, 'Combining local and global: Rich and robust feature pooling for visual recognition', Pattern Recognition, vol. 62, pp. 225-235.
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Xu, Z, Tao, D, Huang, S & Zhang, Y 2017, 'Friend or Foe: Fine-Grained Categorization with Weak Supervision', IEEE Transactions on Image Processing, vol. 26, no. 1, pp. 135-146.
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Yu, J, Yang, X, Gao, F & Tao, D 2017, 'Deep Multimodal Distance Metric Learning Using Click Constraints for Image Ranking', IEEE Transactions on Cybernetics, vol. 47, no. 12, pp. 4014-4024.
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Zhang, C, Du, L & Tao, D 2017, 'LSV-based tail inequalities for sums of random matrices', Neural Computation, vol. 29, no. 1, pp. 247-262.
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Zhang, K, Tao, D, Gao, X, Li, X & Li, J 2017, 'Coarse-to-Fine Learning for Single-Image Super-Resolution', IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 5, pp. 1109-1122.
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Zhang, S, Lan, X, Yao, H, Zhou, H, Tao, D & Li, X 2017, 'A Biologically Inspired Appearance Model for Robust Visual Tracking', IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 10, pp. 2357-2370.
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Cai, B, Xu, X, Jia, K, Qing, C & Tao, D 2016, 'DehazeNet: An End-to-End System for Single Image Haze Removal', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 11, pp. 5187-5198.
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Cai, B, Xu, X, Xing, X, Jia, K, Miao, J & Tao, D 2016, 'BIT: Biologically Inspired Tracker', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 3, pp. 1327-1339.
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Cheng, J, Tao, D, Quan, Y, Wong, DWK, Cheung, GCM, Akiba, M & Liu, J 2016, 'Speckle Reduction in 3D Optical Coherence Tomography of Retina by A-Scan Reconstruction', IEEE TRANSACTIONS ON MEDICAL IMAGING, vol. 35, no. 10, pp. 2270-2279.
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Deng, C, Xu, J, Zhang, K, Tao, D, Gao, X & Li, X 2016, 'Similarity Constraints-Based Structured Output Regression Machine: An Approach to Image Super-Resolution', IEEE Transactions on Neural Networks and Learning Systems.
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Ding, C, Choi, J, Tao, D & Davis, LS 2016, 'Multi-Directional Multi-Level Dual-Cross Patterns for Robust Face Recognition', IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 38, no. 3, pp. 518-531.
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Du, B, Zhang, Y, Zhang, L & Tao, D 2016, 'Beyond the Sparsity-Based Target Detector: A Hybrid Sparsity and Statistics-Based Detector for Hyperspectral Images', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 11, pp. 5345-5357.
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Gong, C, Tao, D, Maybank, SJ, Liu, W, Kang, G & Yang, J 2016, 'Multi-Modal Curriculum Learning for Semi-Supervised Image Classification', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 7, pp. 3249-3260.
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Gui, J, Liu, T, Tao, D, Sun, Z & Tan, T 2016, 'Representative Vector Machines: A Unified Framework for Classical Classifiers', IEEE Transactions on Cybernetics, vol. 46, no. 8, pp. 1877-1888.
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He, Z, Li, X, You, X, Tao, D & Tang, YY 2016, 'Connected Component Model for Multi-Object Tracking', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 8, pp. 3698-3711.
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Hong, R, Hu, Z, Wang, R, Wang, M & Tao, D 2016, 'Multi-View Object Retrieval via Multi-Scale Topic Models', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 12, pp. 5814-5827.
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Hong, R, Zhang, L & Tao, D 2016, 'Unified Photo Enhancement by Discovering Aesthetic Communities From Flickr', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 3, pp. 1124-1135.
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Hu, Y, Wang, N, Tao, D, Gao, X & Li, X 2016, 'SERF: A Simple, Effective, Robust, and Fast Image Super-Resolver From Cascaded Linear Regression', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 9, pp. 4091-4102.
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Li, Q, Xie, B, You, J, Bian, W & Tao, D 2016, 'Correlated Logistic Model With Elastic Net Regularization for Multilabel Image Classification', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 8, pp. 3801-3813.
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Li, X, Liu, T, Deng, J & Tao, D 2016, 'Video Face Editing Using Temporal-Spatial-Smooth Warping', ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, vol. 7, no. 3.
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Li, Z, Gong, D, Li, Q, Tao, D & Li, X 2016, 'Mutual component analysis for heterogeneous face recognition', ACM Transactions on Intelligent Systems and Technology, vol. 7, no. 3, pp. 1-23.
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Li, Z, Gong, D, Li, X & Tao, D 2016, 'Aging Face Recognition: A Hierarchical Learning Model Based on Local Patterns Selection', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 5, pp. 2146-2154.
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Liu, F, Xu, X, Qiu, S, Qing, C & Tao, D 2016, 'Simple to Complex Transfer Learning for Action Recognition', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 2, pp. 949-960.
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Liu, Q, Deng, J & Tao, D 2016, 'Dual Sparse Constrained Cascade Regression for Robust Face Alignment', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 2, pp. 700-712.
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Liu, T & Tao, D 2016, 'Classification with Noisy Labels by Importance Reweighting', IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 38, no. 3, pp. 447-461.
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Liu, T & Tao, D 2016, 'On the Performance of Manhattan Nonnegative Matrix Factorization', IEEE Transactions on Neural Networks and Learning Systems, vol. 27, no. 9, pp. 1851-1863.
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Liu, W, Zha, Z-J, Wang, Y, Lu, K & Tao, D 2016, 'p-Laplacian Regularized Sparse Coding for Human Activity Recognition', IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, vol. 63, no. 8, pp. 5120-5129.
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Liu, X, Deng, C, Lang, B, Tao, D & Li, X 2016, 'Query-Adaptive Reciprocal Hash Tables for Nearest Neighbor Search', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 2, pp. 907-919.
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Liu, X, Huang, L, Deng, C, Lang, B & Tao, D 2016, 'Query-Adaptive Hash Code Ranking for Large-Scale Multi-View Visual Search', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 10, pp. 4514-4524.
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Luo, Y, Wen, Y, Tao, D, Gui, J & Xu, C 2016, 'Large Margin Multi-Modal Multi-Task Feature Extraction for Image Classification', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 1, pp. 414-427.
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Peng, C, Gao, X, Wang, N, Tao, D, Li, X & Li, J 2016, 'Multiple Representations-Based Face Sketch-Photo Synthesis', IEEE Transactions on Neural Networks and Learning Systems, vol. 27, no. 11, pp. 2201-2215.
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Qiao, M, Xu, RYD, Bian, W & Tao, D 2016, 'Fast Sampling for Time-Varying Determinantal Point Processes', ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, vol. 11, no. 1.
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Ren, W, Huang, K, Tao, D & Tan, T 2016, 'Weakly Supervised Large Scale Object Localization with Multiple Instance Learning and Bag Splitting', IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 38, no. 2, pp. 405-416.
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Shen, F, Zhou, X, Yang, Y, Song, J, Shen, HT & Tao, D 2016, 'A Fast Optimization Method for General Binary Code Learning', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 12, pp. 5610-5621.
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Shi, X, Guo, Z, Nie, F, Yang, L, You, J & Tao, D 2016, 'Two-Dimensional Whitening Reconstruction for Enhancing Robustness of Principal Component Analysis', IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 38, no. 10, pp. 2130-2136.
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Tian, D & Tao, D 2016, 'Coupled Learning for Facial Deblur', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 2, pp. 961-972.
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Wang, M, Fu, W, Hao, S, Tao, D & Wu, X 2016, 'Scalable Semi-Supervised Learning by Efficient Anchor Graph Regularization', IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, vol. 28, no. 7, pp. 1864-1877.
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Wang, R & Tao, D 2016, 'Non-Local Auto-Encoder With Collaborative Stabilization for Image Restoration', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 5, pp. 2117-2129.
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Xie, Y, Qu, Y, Tao, D, Wu, W, Yuan, Q & Zhang, W 2016, 'Hyperspectral Image Restoration via Iteratively Regularized Weighted Schatten p-Norm Minimization', IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 8, pp. 4642-4659.
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Xie, Y, Zhang, W, Tao, D, Hu, W, Qu, Y & Wang, H 2016, 'Removing Turbulence Effect via Hybrid Total Variation and Deformation-Guided Kernel Regression', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 10, pp. 4943-4958.
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Xu, C, Liu, T, Tao, D & Xu, C 2016, 'Local Rademacher Complexity for Multi-label Learning', IEEE Transactions on Image Processing, vol. 25, no. 3, pp. 1495-1507.
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Xu, Z, Hong, Z, Zhang, Y, Wu, J, Tsoi, AC & Tao, D 2016, 'Multinomial Latent Logistic Regression for Image Understanding', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 25, no. 2, pp. 973-987.
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Yang, X, Gao, X, Tao, D, Li, X, Han, B & Li, J 2016, 'Shape-Constrained Sparse and Low-Rank Decomposition for Auroral Substorm Detection', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 27, no. 1, pp. 32-46.
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Yu, B, Fang, M & Tao, D 2016, 'Per-Round Knapsack-Constrained Linear Submodular Bandits.', Neural computation, vol. 28, no. 12, pp. 2757-2789.
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Fu, H, Wang, C, Tao, D & Black, MJ 2016, 'Occlusion boundary detection via deep exploration of context', Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, IEEE Conference on Computer Vision and Pattern Recognition, IEEE, Las Vegas, Nevada, pp. 241-250.
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Huang, S, Xu, Z, Tao, D & Zhang, Y 2016, 'Part-Stacked CNN for Fine-Grained Visual Categorization', 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), IEEE Conference on Computer Vision and Pattern Recognition, IEEE Xplore, Las Vegas, Nevada, pp. 1173-1182.
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Li, Q, Qiao, M, Bian, W & Tao, D 2016, 'Conditional graphical Lasso for multi-label image classification', Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, IEEE Conference on Computer Vision and Pattern Recognition, IEEE, Las Vegas, Nevada, United States, pp. 2977-2986.
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Liu, X, Fan, X, Deng, C, Li, Z, Su, H & Tao, D 2016, 'Multilinear hyperplane hashing', Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, IEEE Conference on Computer Vision and Pattern Recognition, IEEE, Las Vegas, Nevada, United States, pp. 5119-5127.
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Wang, J, Wang, Z, Tao, D, See, S & Wang, G 2016, 'Learning common and specific features for RGB-D semantic segmentation with deconvolutional networks', Computer Vision – ECCV 2016 (LNCS), European Conference on Computer Vision, Springer, Amsterdam, The Netherlands, pp. 664-679.
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Ding, C & Tao, D 2015, 'Robust Face Recognition via Multimodal Deep Face Representation', IEEE TRANSACTIONS ON MULTIMEDIA, vol. 17, no. 11, pp. 2049-2058.
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Ding, C, Xu, C & Tao, D 2015, 'Multi-task pose-invariant face recognition', IEEE Transactions on Image Processing, vol. 24, no. 3, pp. 980-993.
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Gao, F, Tao, D, Gao, X & Li, X 2015, 'Learning to Rank for Blind Image Quality Assessment', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 26, no. 10, pp. 2275-2290.
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Gao, Y, Shi, M, Tao, D & Xu, C 2015, 'Database Saliency for Fast Image Retrieval', IEEE TRANSACTIONS ON MULTIMEDIA, vol. 17, no. 3, pp. 359-369.
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Gong, C, Liu, T, Tao, D, Fu, K, Tu, E & Yang, J 2015, 'Deformed Graph Laplacian for Semisupervised Learning', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 26, no. 10, pp. 2261-2274.
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Gong, C, Tao, D, Fu, K & Yang, J 2015, 'Fick's Law Assisted Propagation for Semisupervised Learning', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 26, no. 9, pp. 2148-2162.
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Hong, C, Yu, J, Tao, D & Wang, M 2015, 'Image-based three-dimensional human pose recovery by multiview locality-sensitive sparse retrieval', IEEE Transactions on Industrial Electronics, vol. 62, no. 6, pp. 3742-3751.
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Hong, C, Yu, J, Wan, J, Tao, D & Wang, M 2015, 'Multimodal Deep Autoencoder for Human Pose Recovery', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 12, pp. 5659-5670.
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Hou, C, Nie, F, Yi, D & Tao, D 2015, 'Discriminative Embedded Clustering: A Framework for Grouping High-Dimensional Data', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 26, no. 6, pp. 1287-1299.
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Hou, W, Gao, X, Tao, D & Li, X 2015, 'Blind image quality assessment via deep learning.', IEEE transactions on neural networks and learning systems, vol. 26, no. 6, pp. 1275-1286.
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Huang, K, Wang, C & Tao, D 2015, 'High-Order Topology Modeling of Visual Words for Image Classification', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 11.
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Li, J, Lin, X, Rui, X, Rui, Y & Tao, D 2015, 'A Distributed Approach Toward Discriminative Distance Metric Learning', IEEE Transactions on Neural Networks and Learning Systems, vol. 26, no. 9, pp. 2111-2122.
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Li, X, He, H, Wang, R & Tao, D 2015, 'Single Image Superresolution via Directional Group Sparsity and Directional Features', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 9, pp. 2874-2888.
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Li, Y, Tian, X, Song, M & Tao, D 2015, 'Multi-task proximal support vector machine', Pattern Recognition, vol. 48, no. 10, pp. 3249-3257.
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Li, Z, Gong, D, Li, X & Tao, D 2015, 'Learning Compact Feature Descriptor and Adaptive Matching Framework for Face Recognition', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 9, pp. 2736-2745.
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Liu, X, Song, M, Tao, D, Bu, J & Chen, C 2015, 'Random Geometric Prior Forest for Multiclass Object Segmentation', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 10, pp. 3060-3070.
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Liu, X, Song, M, Tao, D, Liu, Z, Zhang, L, Chen, C & Bu, J 2015, 'Random Forest Construction With Robust Semisupervised Node Splitting', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 1, pp. 471-483.
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Liu, X, Tao, D, Song, M, Zhang, L, Bu, J & Chen, C 2015, 'Learning to Track Multiple Targets', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 26, no. 5, pp. 1060-1073.
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Lu, Y, Xie, F, Liu, T, Jiang, Z & Tao, D 2015, 'No Reference Quality Assessment for Multiply-Distorted Images Based on an Improved Bag-of-Words Model', IEEE SIGNAL PROCESSING LETTERS, vol. 22, no. 10, pp. 1811-1815.
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Luo, Y, Liu, T, Tao, D & Xu, C 2015, 'Multiview Matrix Completion for Multilabel Image Classification', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 8, pp. 2355-2368.
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Luo, Y, Tao, D, Ramamohanarao, K, Xu, C & Wen, Y 2015, 'Tensor Canonical Correlation Analysis for Multi-View Dimension Reduction', IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, vol. 27, no. 11, pp. 3111-3124.
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Mei, X, Hong, Z, Prokhorov, D & Tao, D 2015, 'Robust Multitask Multiview Tracking in Videos', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 26, no. 11, pp. 2874-2890.
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Miao, J, Xu, X, Qiu, S, Qing, C & Tao, D 2015, 'Temporal Variance Analysis for Action Recognition', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 12.
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Qiao, M, Bian, W, Xu, RYD & Tao, D 2015, 'Diversified Hidden Markov Models for Sequential Labeling', IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, vol. 27, no. 11, pp. 2947-2960.
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Song, D, Liu, W, Zhou, T, Tao, D & Meyer, DA 2015, 'Efficient Robust Conditional Random Fields', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 10, pp. 3124-3136.
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Tian, X, Yang, L, Lu, Y, Tian, Q & Tao, D 2015, 'Image Search Reranking With Hierarchical Topic Awareness', IEEE Transactions on Cybernetics, vol. 45, no. 10, pp. 2177-2189.
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Wang, Y, Song, M, Tao, D, Rui, Y, Bu, J, Tsoi, AC, Zhuo, S & Tan, P 2015, 'Where2Stand: A Human Position Recommendation System for Souvenir Photography', ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, vol. 7, no. 1.
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Weng, D, Wang, Y, Gong, M, Tao, D, Wei, H & Huang, D 2015, 'DERF: Distinctive Efficient Robust Features From the Biological Modeling of the P Ganglion Cells', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 8.
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Xu, C, Tao, D & Xu, C 2015, 'Multi-View Intact Space Learning', IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 37, no. 12, pp. 2531-2544.
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Xu, C, Tao, D & Xu, C 2015, 'Multi-View Learning With Incomplete Views', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 12.
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Yang, X, Gao, X, Tao, D, Li, X & Li, J 2015, 'An Efficient MRF Embedded Level Set Method for Image Segmentation', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 1, pp. 9-21.
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Zeng, X, Bian, W, Liu, W, Shen, J & Tao, D 2015, 'Dictionary Pair Learning on Grassmann Manifolds for Image Denoising', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 11, pp. 4556-4569.
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Zhang, K, Tao, D, Gao, X, Li, X & Xiong, Z 2015, 'Learning Multiple Linear Mappings for Efficient Single Image Super-Resolution', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 3, pp. 846-861.
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Zhang, X, Guan, N, Tao, D, Qiu, X & Luo, Z 2015, 'Online Multi-Modal Robust Non-Negative Dictionary Learning for Visual Tracking', PLOS ONE, vol. 10, no. 5.
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Zhao, L, Gao, X, Tao, D & Li, X 2015, 'Learning a Tracking and Estimation Integrated Graphical Model for Human Pose Tracking', IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, vol. 26, no. 12, pp. 3176-3186.
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Zhao, L, Gao, X, Tao, D & Li, X 2015, 'Tracking Human Pose Using Max-Margin Markov Models', IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 24, no. 12, pp. 5274-5287.
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Zhu, Z, You, X, Chen, CLP, Tao, D, Ou, W, Jiang, X & Zou, J 2015, 'An adaptive hybrid pattern for noise-robust texture analysis', Pattern Recognition, vol. 48, no. 8, pp. 2592-2608.
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Bian, W & Tao, D 2014, 'Asymptotic Generalization Bound of Fisher's Linear Discriminant Analysis', IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 36, no. 12, pp. 2325-2337.
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Gui, J, Tao, DC, Sun, ZN, Luo, Y, You, XG & Tang, YY 2014, 'Group Sparse Multiview Patch Alignment Framework With View Consistency for Image Classification', IEEE Transactions on Image Processing, vol. 23, no. 7, pp. 3126-3137.
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Li, Z, Gong, D, Qiao, Y & Tao, D 2014, 'Common Feature Discriminant Analysis for Matching Infrared Face Images to Optical Face Images', IEEE Transactions On Image Processing, vol. 23, no. 6, pp. 2436-2445.
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Liu, W, Li, Y, Lin, X, Tao, D & Wang, Y 2014, 'Hessian-regularized co-training for social activity recognition.', PLoS ONE, vol. 9, no. 9, pp. 1-10.
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Luo, Y, Liu, T, Tao, D & Xu, C 2014, 'Decomposition-Based Transfer Distance Metric Learning for Image Classification', IEEE Transactions On Image Processing, vol. 23, no. 9, pp. 3789-3801.
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Ma, LY, Yang, XK & Tao, DC 2014, 'Person Re-Identification Over Camera Networks Using Multi-Task Distance Metric Learning', IEEE Transactions on Image Processing, vol. 23, no. 8, pp. 3656-3670.
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Qiao, M, Cheng, J, Bian, W & Tao, D 2014, 'Biview Learning for Human Posture Segmentation from 3D Points Cloud', PLoS One, vol. 9, no. 1, pp. e85811-e85811.
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Song, M, Tao, D, Sun, S, Chen, C & Maybank, SJ 2014, 'Robust 3D face landmark localization based on local coordinate coding.', IEEE transactions on image processing : a publication of the IEEE Signal Processing Society, vol. 23, no. 12, pp. 5108-5122.
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Sun, Y, Liu, Q, Tang, J & Tao, D 2014, 'Learning Discriminative Dictionary for Group Sparse Representation', IEEE Transactions on Image Processing, vol. 23, no. 9, pp. 3816-3828.
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Wang, Y, Tao, D, Li, X, Song, M, Bu, J & Tan, P 2014, 'Video Tonal Stabilization via Color States Smoothing', IEEE Transactions on Image Processing, vol. 23, no. 11, pp. 4838-4849.
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Xu, C, Tao, D & Xu, C 2014, 'Large-Margin Multi-View Information bottleneck', IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 36, no. 8, pp. 1559-1572.
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You, X, Wang, R & Tao, D 2014, 'Diverse Expected Gradient Active Learning for Relative Attributes', IEEE Transactions On Image Processing, vol. 23, no. 7, pp. 3203-3217.
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Hong, Z, Wang, C, Mei, X, Prokhorov, D & Tao, D 2014, 'Tracking Using Multilevel Quantizations', Computer Vision – ECCV 2014, European Conference on Computer Vision, Springer, Switzerland, pp. 155-171.
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Liu, T & Tao, D 2014, 'On the Robustness and Generalization of Cauchy Regression', ICIST 2014 - Proceedings of 2014 4th IEEE International Conference on Information Science and Technology, International Conference on Information and Software Technologies (ICIST), IEEE, Shenzhen, China, pp. 101-106.
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Shen, H, Tao, D & Ma, D 2013, 'Multiview Locally Linear Embedding for Effective Medical Image Retrieval', Plos One, vol. 8, no. 12, pp. 1-21.
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Keywords: Machine Learning,Computer Vision,Video Surveillance

FOR Codes: Pattern Recognition and Data Mining, Intelligence, Computer Vision, Electronic Information Storage and Retrieval Services