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Vacancies: We have several vancant positions at the level of Associate/Assistant professorship at the Center for PAMI, XMU. We also recruit Postdocs and international PhD students to join in our group. For those who are interested in our research, please send your CV to Wang.Hanzi@gmail.com.
About Me (Chinese Version):
Hanzi Wang is currently a Distinguished Professor of "Minjiang Scholars" in Fujian province and a Founding Director of the Center for Pattern Analysis and Machine Intelligence (CPAMI) at XMU. He is also the Deputy Director of the Fujian Key Laboratory of Sensing and Computing for Smart City in Fujian province. He was an Adjunct Professor (2010-2012) and a Senior Research Fellow (2008-2010) at the University of Adelaide, Australia; an Assistant Research Scientist (2007-2008) and a Postdoctoral Fellow (2006-2007) at the Johns Hopkins University; and a Research Fellow at Monash University, Australia (2004-2006). He received his Ph.D degree in Computer Vision from Monash University where he was awarded the Douglas Lampard Electrical Engineering Research Prize and Medal for the best PhD thesis. His students have been awarded three best PhD theses in Fujian Province and won one best PhD thesis award in the China Society of Image and Graphics. His research interests are concentrated on computer vision and pattern recognition including visual tracking, object detection, action recognition, video segmentation, robust statistics, model fitting, classification and clustering, 3D structure from motion, image analysis and related fields. He has published more than 100 papers in top-level journals (such as IEEE TPAMI(7), IJCV(5), IEEE TIP, IEEE TCYB, IEEE TCSVT, IEEE TMM, etc.) and conferences (such as ICCV, CVPR, ECCV, AAAI, ACM MM, etc.)
He is a senior member of the IEEE. He was an Associate Editor for IEEE Transactions on Circuits and Systems for Video Technology (from 2010-2015) and he was a Guest Editor of Pattern Recognition Letters (September 2009). He is the General Chair for IEEE Conference of Future Media Technology 2018 and ACM ICIMCS2014, Program Chair for CVRS2012, Area Chair for PRCV2020, PRCV2019, ICPR2018, ACCV2016 and DICTA2010, Tutorial Chair for VALSE2017, Publicity Chair for ICIG2015 and IEEE NAS2012. He has also served on the program committee (Video Demos:
Research Interests:
Our group includes a Professor (Dr. Yan Yan) and an Assistant Professor (Dr. Yang Lu) , more than 10 PhD students and 20 Master students. We welcome excellent young researchers and postdoctors, PhD and master students, who are interested in Computer Vision and Pattern Recognition, to join in our group at XMU.
Searching for Representative Modes on Hypergraphs for Robust Geometric Model Fitting
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Vol 41, No. 3, pages 697-711, 2019.
(pdf) (Early version appeared in ICCV'15)
Superpixel-guided Two-view Deterministic Geometric Model Fitting
International Journal of Computer Vision (IJCV), Vol 127, No. 4, pages 323-339, 2019.
(pdf) (Early version appeared in ECCV'16)
Incremental Learning of 3D-DCT Compact Representations for Robust Visual Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Vol 35, No. 64, pages 863 - 881, Apr. 2013.
Simultaneously Fitting and Segmenting Multiple-Structure Data with Outliers
IEEE Trans. Pattern Analysis and Machine Intelligence (PAMI), Vol 34, No. 6, pages 1177 - 1192, June 2012.
(pdf) (Partial data and ground truth are available: here)
UBoost: Boosting with the Universum
IEEE Trans. Pattern Analysis and Machine Intelligence (PAMI), Vol 34, No. 4, pages 825 - 832, June 2012.
(pdf)
Academic Journal Papers:
SAT: Single-shot Adversarial Tracker.
IEEE Transactions on Industrial Electronics (IEEE TIE), Accepted, 2019.
(pdf)
Joint Deep Learning of Facial Expression Synthesis and Recognition.
IEEE Transactions on Multimedia (IEEE TMM), Accepted, 2019.
(pdf)
Deep Multi-task Multi-label CNN for Effective Facial Attribute Classification.
IEEE Transactions on Affective Computing (IEEE TMM), Accepted, 2019.
(pdf)
Low-resolution Facial Expression Recognition: A Filter Learning Perspective.
Signal Processing (SP), Vol.169, 2020.
(pdf)
Large Margin Deep Embedding for Aesthetic Image Classification.
Science China-Information Sceinces, Vol.63, No.1, 2020.
(pdf)
A Novel Projective-Consistent Plane based Image Stitching Method.
IEEE Transactions on Multimedia (IEEE TMM), Vol.21, No.10, pages 2561 - 2575, 2019.
Learning Object Scale With Click Supervision for Object Detection.
IEEE Signal Processing Letters (IEEE SPL), Vol.26, No.11, pages 1618 - 1622, 2019.
(pdf)
Efficient Robust Model Fitting for Multi-Structure Data Using Global Greedy Search.
IEEE Transactions on Cybernetics (IEEE T-Cyber), accepted, 2019.
Single Image Defogging Based on Illumination Decomposition for Visual Maritime Surveillance.
IEEE Transactions on Image Processing (IEEE TIP), Vol.28, No.6, pages 2882 - 2897, 2019.
Accelerated Guided Sampling for Multi-Structure Model Fitting.
IEEE Transactions on Cybernetics (IEEE T-Cyber), accepted, 2018.
(pdf)
Multi-label Learning Based Deep Transfer Neural Network for Facial Attribute Classification.
Pattern Recognition (PR),Vol. 80, pages 225-240, 2018.
Automatic Image Cropping for Visual Aesthetic Enhancement Using Deep Neural Networks and Cascaded Regression.
IEEE Transactions on Multimedia (IEEE TMM), Vol. 20, No.8, pages 2073 - 2085, 2018.
(pdf)
Object Discovery via Cohesion Measurement.
IEEE Transactions on Cybernetics (IEEE T-Cyber), Vol. 48, No.3, pages 862 - 875, 2018.
(pdf)
Revisiting Graph Construction for Fast Image Segmentation.
Pattern Recognition (PR), Vol 78, pages 344 - 357, 2018.
(pdf)
Robust Geometric Model Fitting Based on Iterative Hypergraph Construction and Partition.
Neurocomputing (Elsevier),accepted, 2018.
(pdf)
A Two-Step Hypergraph Reduction Based Fitting Method for Unbalanced Data.
Pattern Recognition Letters (PRL),accepted, 2018.
(pdf)
Large Margin Deep Embedding for Aesthetic Image Classification.
Science China: Information Sciences (letter),accepted, 2018.
(pdf)
Conceptual space based model fitting for multi-structure data.
Neurocomputing (Elsevier), Vol 315, pages 115 - 127, 2018.
(pdf)
Expression-Targeted Feature Learning for Effective Facial Expression Recognition.
Journal of Visual Communication and Image Representation (JVCI), Vol 55, pages 677 - 687, 2018.
(pdf)
Local Co-occurrence Selection via Partial Least Squares for Pedestrian Detection.
IEEE Transactions on Intelligent Transportation Systems (IEEE T-ITS), Vol 18, No. 6, pages 1549 - 1558, 2017.
(pdf)
Adaptive Appearance Modeling with Point-to-set Metric Learning for Visual Tracking.
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), Vol 27, No. 9, pages 1987 - 2000, 2017.
(pdf)
Motion Segmentation via a Sparsity Constraint.
IEEE Transactions on Intelligent Transportation Systems (IEEE T-ITS), Vol 18, No. 4, pages 973 - 983, 2017.
(pdf)
Efficient Guided Hypothesis Generation for Multi-structure Epipolar Geometry Estimation.
Computer Vision and Image Understanding (CVIU), Vol 154, pages 152 - 165, 2017.
(pdf)
A Unified Hypothesis Generation Framework for Multi-structure Model Fitting.
Neurocomputing (Elsevier), Vol 222, pages 144 - 154, 2017.
Fast Covariant VLAD for Image Search.
IEEE Transactions on Multimedia (IEEE TMM), Vol 18, No. 9, pages 1843 - 1854, 2016.
(pdf)
Removing Turbulence Effect via Hybrid Total Variation and Deformation-guided Kernel Regression.
IEEE Transactions on Image Processing (TIP), Vol 25, No. 10, pages 4943 - 4958, 2016.
Hypergraph modelling for geometric model fitting.
Pattern Recognition (PR), Vol 60, pages 748 - 760, 2016.
(pdf)
Quadratic Projection Based Feature Extraction with Its Application to Biometric Recognition.
Pattern Recognition (PR),Vol 56, pages 40 - 49, 2016.
(pdf)
Discriminative Weighted Sparse Partial Least Squares for Human Detection.
IEEE Transactions on Intelligent Transportation Systems (IEEE T-ITS), Vol 17, No. 4, pages 1062 - 1071, 2016.
(pdf)
Visual Saliency Detection Based on Homology Similarity and An Experimental Evaluation.
Journal of Visual Communication and Image Representation (JVCI), Vol 40, pages 251 - 264, 2016.
(pdf)
Mode Seeking on Graphs for Geometric Model Fitting via Preference Analysis.
Pattern Recognition Letters (PRL), Vol 83, pages 294 - 302, 2016.
Rapid Hypothesis Generation by Combining Residual Sorting with Local Constraints.
Multimedia Tools and Applications, (MTA), Vol 75, No. 12, pages 7445 - 7464, 2016.
Learning Hough Regression Models via Bridge Partial Least Squares for Object Detection.
Neurocomputing (Elsevier), Vol 152, pages 236 - 249, 2015.
(pdf)
Affine Hull Based Target Representation for Visual Tracking.
Journal of Visual Communication and Image Representation (JVCI), Vol 30, pages 266 - 276, 2015.
(pdf)
Robust Visual Tracking by Metric Learning with Weighted Histogram Representations.
Neurocomputing (Elsevier), Vol 153, pages 77-88, 2015.
Efficient Semidefinite Spectral Clustering via Lagrange Duality.
IEEE Transactions on Image Processing (TIP), Vol 23, No. 8, pages 3522 - 3534, 2014.
(pdf)
Multi-Subregion Based Correlation Filter Bank for Robust Face Recognition
Pattern Recognition (PR),Vol 47, pages 3487 - 3501, 2014.
(pdf)
Visual Tracking via Weakly Supervised Learning from Multiple Imperfect Oracles.
Pattern Recognition (PR), Vol 47, pages 1395–1410, 2014.
Evaluation of local features and classifiers in BOW Model for Image Classification.
Multimedia Tools and Applications, Vol 70, No. 2, pages 605 - 624, 2014.
Visual tracking with spatio-temporal Dempster-Shafer information fusion.
IEEE Transactions on Image Processing (TIP), Vol 22, No. 8, pages 3028 - 3040, Aug. 2013.
An Effective Unconstrained Correlation Filter and Its Kernelization for Face Recognition
Neurocomputing (Elsevier), Vol 119, pages 201– 211, Nov. 2013.
Weakly-supervised object localization in unlabeled image collection.
Multimedia Systems, Vol 19, No. 1, pages 51-63, Feb. 2013.
Background Subtraction Driven Seeds Selection for Moving Objects Segmentation and Matting
Neurocomputing (Elsevier), Vol 103, pages 132- 142, Mar. 2013.
A System for Video-based Navigation for Endoscopic Endonasal Skull Base Surgery
IEEE Trans. on Medical Imaging (TMI), Vol 31, No. 4, pages 963 - 976, June 2012.
(pdf)
Boosting Histograms of Descriptor Distances for Scalable Multiclass Specific Scene Recognition.
Image and Vision Computing (IVC), Vol 29, No. 4, pages 241-250, Mar. 2011.
End-to-end Learning of Object Motion Estimation from Retinal Events for Event-based Object Tracking.
The AAAI Conference on Artificial Intelligence (AAAI), New York, USA, Feb.7-12, 2020. (20.6% acceptance rate)
(pdf)
Asynchronous Tracking-by-Detection on Adaptive Time Surfaces for Event-based Object Tracking.
The ACM Multimedia Conference (ACM MM), Nice, France, Oct.21-25, 2019. (26.5% acceptance rate)
(pdf)
Hypergraph Optimization for Multi-structural Geometric Model Fitting.
The AAAI Conference on Artificial Intelligence (AAAI), Hawaii, USA, Jan. 27-Feb.1, 2019. (16% acceptance rate)
(pdf)
Robust Correlation Filter Tracking with Shepherded Instance-Aware Proposals.
The ACM Multimedia Conference (ACM MM), Seoul, Korea, Oct.22-26, 2018. (Oral presentation, acceptance rate: 8.5%)
(pdf)
DSNet: Deep and Shallow Feature Learning for Efficient Visual Tracking.
Asian Conference on Computer Vision (ACCV), Perth, Australia, Dec.2-6, 2018.
(pdf)
Simple Iterative Clustering on Graphs for Robust Model Fitting.
IEEE International Conference on Visual Communications and Image Processing (VCIP), Taiwan, Dec.9-12, 2018.
Improved Correlation Filter Tracking with Hard Negative Mining.
International Conference on Pattern Recognition (ICPR), Beijing, China, Aug. 20-24, 2018.
Multi-Task Learning of Cascaded CNN for Facial Attribute Classification.
International Conference on Pattern Recognition (ICPR), Beijing, China, Aug. 20-24, 2018.
Object-Adaptive LSTMNetwork for Visual Tracking.
International Conference on Pattern Recognition (ICPR), Beijing, China, Aug. 20-24, 2018.
Weighted Median-Shift on Graphs for Geometric Model Fitting.
IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 17-20, 2017.
An Efficient Deep Neural Networks Training Framework for Robust Face Recognition.
IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 17-20, 2017.
Superpixel-based Two-view Deterministic Fitting for Multiple-structure Data.
European Conference on Computer Vision (ECCV), Amsterdam, Netherlands,Oct.8-16, 2016
(pdf)
Message Passing on the Two-layer Network for Geometric Model Fitting.
Asian Conference on Computer Vision (ACCV), Taibei, Nov.20-24, 2016.(Oral - about 5% acceptance rate)
(pdf)
Sparse Similarity Metric Learning for Kinship Verification.
IEEE International Conference on Visual Communications and Image Processing (VCIP), Chengdu, China, Nov.23-30, 2016. (Top 10% award)
(pdf)
Mode-seeking on Hypergraphs for Robust Geometric Model Fitting.
IEEE International Conference on Computer Vision (ICCV), Santiago, Chile, Dec.13-16, 2015
(pdf)
Scene Text Recognition Using Sparse Coding Based Features
IEEE International Conference on Image Processing (ICIP), Paris, France, Oct.27-30, 2014. (Top 10% award)
AMSAC: An Adaptive Robust Estimator for Model Fitting
IEEE International Conference on Image Processing (ICIP), Melbourne, Australia, Sept.15-18, 2013. (Top 10% of accepted papers)
Discriminative Filter Based Regression Learning for Facial Expression Recognition
IEEE International Conference on Image Processing (ICIP), Melbourne, Australia, Sept.15-18, 2013.
Adaptive Scale Based Entropy-like Estimator for Robust Fitting
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Vancouver, Canada, May 26-31, 2013. (Oral)
Online Structured Hough Forests for Visual Tracking
IEEE International Conference on Acoustics, Speech,and Signal Processing (ICASSP), Vancouver, Canada, May 26-31, 2013.
Robust Object Tracking in Crowd Dynamic Scenes using Explicit Stereo Depth.
LECTURE NOTES IN COMPUTER SCIENCE, Asian Conference on Computer Vision (ACCV), Daejeon, Korea, November 5-9, 2012. (about 26% acceptance rate)
Robust Visual Tracking with the Cross-bin Metric.
International Conference on Pattern Recognition (ICPR), Tsukuba Science City, Japan, November 11-15, 2012. (Oral - about 15% acceptance rate)
Image Super-Resolution Based on Multikernel Regression
International Conference on Pattern Recognition (ICPR), Tsukuba Science City, Japan, November 11-15, 2012. (Oral - about 15% acceptance rate)
Semantic Hough Transform Based Object Detection with Partial Least Squares.
International Conference on Pattern Recognition (ICPR), Tsukuba Science City, Japan, November 11-15, 2012.
Accelerated Robust Sparse Coding for Fast Face Recognition.
International Conference on Pattern Recognition (ICPR), Tsukuba Science City, Japan, November 11-15, 2012.
Matting-Driven Online Learning of Hough Forests for Object Tracking.
International Conference on Pattern Recognition (ICPR), Tsukuba Science City, Japan, November 11-15, 2012.
A Novel Unconstrained Correlation Filter and Its Application in Face Recognition.
LECTURE NOTES IN COMPUTER SCIENCE, Sino-foreign-interchange Workshop on Intelligence Science and Intelligent Data Engineering (ISCIDE), Nanjing, China, Oct. 15-17, 2012.
Graph Mode-based Contextual Kernels for Robust SVM Tracking.
IEEE International Conference on Computer Vision (ICCV), Barcelona, Spain, 2011.
Occlusion Handling with ℓ1-Regularized Sparse Reconstruction.
LECTURE NOTES IN COMPUTER SCIENCE, Asian Conference on Computer Vision (ACCV), 2010.
(pdf)
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