siwei lyu image

Siwei Lyu, Ph.D. [CV] [Google Scholar] [DBLP]

Professor, Department of Computer Science
Director, Computer Vision and Machine Learning Lab
College of Engineering and Applied Sciences
University at Albany, State University of New York
Phone: (518) 437-4938
Email: slyu AT albany DOT edu
Office: UAB413, 1215 Western Avenue, Albany, NY12222

Publications by Years (total: 130, journal: 24, conference: 106):

| 2020 (1) | 2019 (20) | 2018 (19) | 2017 (10) | 2016 (11) | 2015 (16) | 2014 (11) | 2013 (6) | 2012 (6) | 2011 (3) | 2010 (6) | 2009 (4) | 2008 (2) | 2007 (1) | 2006 (3) | 2005 (7) | 2004 (2) | 2003 (1) | 2002 (1) |


Publications by subjects:

| DF: Digital Media Foreniscs (29) | CV: Computer Vision (67) | ML: Machine Learning (33) | RB: Robotics (6) | RB: Medical Imaging (3) |


2020 [top]

  1. [AAAI20] Wenbo Li, Yi Wei, Ming-Ching Chang and Siwei Lyu. 3D Single-Person Concurrent Activity Detection Using Stacked Relation Network. In 34th AAAI Conference on Artificial Intelligence (AAAI-20), New York, NY, United States, 2020. [Bibtex] [Paper]. Areas: CV, Keywords: Activity Recognition.


2019 [top]

  1. [FRONTIER19] Michael Anthony Natole, Yiming Ying and Siwei Lyu. Stochastic AUC Optimization Algorithms with Linear Convergence. Frontiers in Applied Mathematics and Statistics, section Mathematics of Computation and Data Science, ():, 2019. [Bibtex] [Paper]. Areas: ML, Keywords: AUC Maximization.

  2. [INFOSCI19] Zhe Xue, Junping Du, Dawei Du and Siwei Lyu. Deep Low-Rank Subspace Ensemble for Multi-View Clustering. Information Science, 482():210-227, 2019. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.

  3. [IJCV19] Longyin Wen, Zhen Lei, Siwei Lyu and Stan Z. Li. Single-Shot Scale-Aware Network for Real-Time Face Detection. International Journal of Computer Vision, 127(6-7):537--559, 2019. [Bibtex] [Paper]. Areas: CV, Keywords: Deep Learning.

  4. [TCYB19] Lipeng Ke, Ming-Ching Chang, Longyin Wen, Honggang Qi and Siwei Lyu. Fast Online Video Pose Estimation by Dynamic Bayesian Modeling of Mode Transitions. IEEE Transactions on Cybernetics, (to appear):, 2019. [Bibtex] [Paper]. Areas: CV, Keywords: Pose Estimation.

  5. [AVSS19] Yuezun Li, Longyin Wen, Ming-Ching Chang and Siwei Lyu. Graph-to-Graph Energy Minimization for Video Object Segmentation. In International Conference on Advanced Video and Signal-Based Surveillance (AVSS), Taipei, Taiwan, 2019. [Bibtex] [Paper]. Areas: CV, Keywords: Segmentation.

  6. [BMVC19] Yuezun Li, Ming-Ching Chang, Xiao Bian and Siwei Lyu. Exploring the Vulnerability of Single Shot Module in Object Detectors via Imperceptible Background Patches. In British Machine Vision Conference (BMVC), Cadiff, UK, 2019. [Bibtex] [Paper]. Areas: CV, Keywords: Adversarial Perturbation.

  7. [ACMMM19] Congcong Li, Dawei Du, Libo Zhang, Tiejian Luo, Yanjun Wu, Qi Tian, Longyin Wen and Siwei Lyu. Data Priming Network for Automatic Check-Out. In ACM Multimedia, Nice, France, 2019. [Bibtex] [Paper]. Areas: CV, Keywords: Object Recognition/Detection.

  8. [MICCAI19] Bin Kong, Xin Wang, Junping Du, Yi Lu, Kunlin Cao, Qi Song, Shaoting Zhang, Siwei Lyu and Youbing Yin. A Multi-modal Network for Cardiomyopathy Death Risk Prediction with CMR Images and Clinical Information. In the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Shenzhen, China, 2019. [Bibtex] [Paper]. Areas: MI, Keywords: .

  9. [SPL19] Zhe Xue, Dawei Du, Qingming Huang and siwei lyu. Deep Constrained Low-rank Subspace Learning for Multi-view Semi-supervised Classification. In IEEE Signal Processing Letters, , 2019. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.

  10. [CVPRW19B] Yuezun Li and Siwei Lyu. Exposing DeepFake Videos By Detecting Face Warping Artifacts. In Workshop on Media Forensics (in conjunction with CVPR), Long Beach, CA, United States, 2019. [Bibtex] [Paper]. Areas: DF, Keywords: DeepFake.

  11. [CVPRW19A] Ehab AlBadawy, Siwei Lyu and Hany Farid. Detecting AI-Synthesized Speech Using Bispectral Analysis. In Workshop on Media Forensics (in conjunction with CVPR), Long Beach, CA, United States, 2019. [Bibtex] [Paper]. Areas: DF, Keywords: Audio Forensics, DeepFake.

  12. [IJCAI19] Zhe Xue, Junping Du, Dawei Du, Wenqi Ren and Siwei Lyu. Deep Correlated Predictive Subspace Learning for Incomplete Multi-View Semi-Supervised Classification. In International Joint Conference on Artificial Intelligence (IJCAI), Macau, China, 2019. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.

  13. [IH19B] Yuezun Li and Siwei Lyu. De-identification Without Losing Faces. In International Workshop on Information Hiding and Multimedia Security, Paris, France, 2019. [Bibtex] [Paper]. Areas: DF, Keywords: DeepFake.

  14. [ICASSP19A] Xin Yang, Yuezun Li and Siwei Lyu. Exposing Deep Fakes Using Inconsistent Head Poses. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Bristol, United Kingdom, 2019. [Bibtex] [Paper]. Areas: DF, Keywords: DeepFake.

  15. [CVPR19] Wenbo Li, Pengchuan Zhang, Lei Zhang, Qiuyuan Huang, Siwei Lyu and Jianfeng Gao. Object-driven Text-to-Image Synthesis via Adversarial Training. In IEEE Conference on Computer Vision and Patten Recognition (CVPR), Long Beach, CA, United States, 2019. [Bibtex] [Paper]. Areas: CV, Keywords: Deep Learning.

  16. [IH19A] Xin Yang, Yuezun Li, Honggang Qi and Siwei Lyu. Exposing GAN-synthesized Faces Using Landmark Locations. In International Workshop on Information Hiding and Multimedia Security, Paris, France, 2019. [Bibtex] [Paper]. Areas: DF, Keywords: DeepFake.

  17. [ICASSP19B] Shuchen Weng, Wenbo Li, Yi Zhang and Siwei Lyu. Dual-stream CNN for Structured Time Series Classification. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Bristol, United Kingdom, 2019. [Bibtex] [Paper]. Areas: CV, ML, Keywords: Activity Recognition.

  18. [ISBI19] Eric Wu, Bin Kong, Xin Wang, Junjie Bai, Yi Lu, Feng Gao, Shaoting Zhang, Kunlin Cao, Qi Song, siwei lyu and Youbing Yin. Residual Attention based Network for Hand Bone Age Assessment. In IEEE International Symposium on Biomedical Imaging (ISBI), Venice, Italy, 2019. [Bibtex] [Paper]. Areas: MI, Keywords: .

  19. [AAAI19A] Longyin Wen, Dawei Du, Shengkun Li, Xiao Bian and Siwei Lyu. Learning Non-Uniform Hypergraph for Multi-Object Tracking. In 33rd AAAI Conference on Artificial Intelligence (AAAI-19), Honolulu, HI, United States, 2019. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  20. [AAAI19B] Dan Liu, Dawei Du, Libo Zhang, Tiejian Luo, Yanjun Wu, Feiyue Huang and Siwei Lyu. Scale Invariant Fully Convolutional Network: Detecting Hands Efficiently. In 33rd AAAI Conference on Artificial Intelligence (AAAI-19), Honolulu, HI, United States, 2019. [Bibtex] [Paper]. Areas: CV, Keywords: Object Recognition/Detection.


2018 [top]

  1. [PR18] Xin Wang, Ming-Ching Chang, Lan Wang and Siwei Lyu. Efficient Algorithms for Graph Regularized PLSA for Probabilistic Topic Modeling. Pattern Recognition, 86():236-247, 2018. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.

  2. [IJCV18] Baoyuan Wu, Bernard S. Ghanem, Wei Liu and Siwei Lyu. Multi-label Learning with Missing Labels using Mixed Dependency Graphs. International Journal of Computer Vision, 126(8):875 -- 896, 2018. [Bibtex] [Paper]. Areas: CV, ML, Keywords: Multi-label Learning, Image Annotation.

  3. [TOMM18] Longyin Wen, Honggang Qi and Siwei Lyu. Contrast Enhancement Estimation for Digital Image Forensics. ACM Transactions on Multimedia Computing, Communications and Applications, 14(2):49:1--49:21, 2018. [Bibtex] [Paper]. Areas: DF, Keywords: Contrast.

  4. [SCIS18] Hui Zeng, Jingjing Yu, Xiangui Kang and Siwei Lyu. Countering JPEG anti-forensics based on noise level estimation. Science China Information Sciences, 61():032103, 2018. [Bibtex] [Paper]. Areas: DF, Keywords: anti-forensics.

  5. [TIP18] Dawei Du, Longyin Wen, Honggang Qi, Qingming Huang, Tian Qi and Siwei Lyu. Constrained Graph Seeking for Object Tracking. IEEE Transactions on Image Processing, ():, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  6. [ACCV18] Wenbo Li, Longyin Wen, Xiao Bian and Siwei Lyu. Evolvement Constrained Adversarial Learning for Video Style Transfer. In Asian Conference on Computer Vision (ACCV), Perth, Australia, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Deep Learning.

  7. [AVSS18] Yuezun Li, Xiao Bian, Ming-Ching Chang and Siwei Lyu. Pixel Offset Regression (POR) for Single-shot Instance Segmentation. In International Conference on Advanced Video and Signal-Based Surveillance (AVSS), Auckland, New Zealand, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Segmentation.

  8. [WIFS18] Yuezun Li, Ming-Ching Chang and Siwei Lyu. In Ictu Oculi: Exposing AI Created Fake Videos by Detecting Eye Blinking. In IEEE Workshop on Information Forensics and Security (WIFS), Hong Kong, 2018. [Bibtex] [Paper]. Areas: DF, Keywords: DeepFake.

  9. [ECCV18] Lipeng Ke, Ming-Ching Chang, Honggang Qi and Siwei Lyu. Multi-scale structure-aware Network for Human Pose Estimation. In European Conference on Computer Vision (ECCV), Munich, Germany, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Pose Estimation.

  10. [BMVC18] Yuezun Li, Daniel Tian, Ming-Ching Chang, Xiao Bian and Siwei Lyu. Universal Adversarial Perturbation on Deep Proposal-based Models. In British Machine Vision Conference (BMVC), Bristol, United Kingdom, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Adversarial Perturbation.

  11. [IROS18] Shuai Li, Siwei Lyu and Jeff Trinkle. Efficient State Estimation with Constrained Rao-Blackwellized Particle Filter. In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain, 2018. [Bibtex] [Paper]. Areas: RB, Keywords: .

  12. [UAI18] Siwei Lyu and Yiming Ying. A Univariate Bound of Area Under ROC. In The International Conference on Uncertainty in Artificial Intelligence (UAI), Monterey, CA, United States, 2018. [Bibtex] [Paper]. Areas: ML, Keywords: AUC Maximization.

  13. [ICML18] Yiming Ying, Micheal Natole and Siwei Lyu. Stochastic Proximal Algorithms for AUC Maximization. In International Conference on Machine Learning (ICML), Stockholm, Sweden, 2018. [Bibtex] [Paper]. Areas: ML, Keywords: AUC Maximization.

  14. [ICIP18] Lipeng Ke, Ming-Ching Chang, Honggang Qi and Siwei Lyu. Multi-Scale Supervised Network for Human Pose Estimation. In IEEE Conference on Image Processing (ICIP), Athens, Greece, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Pose Estimation.

  15. [AIC18B] Ming-Ching Chang, Yi Wei, Nenghui Song and Siwei Lyu. Video Analytics in Smart Transportation for the AIC'18 Challenge. In IEEE Workshop on AI City Challenge (in conjunction with CVPR), Salt Lake City, UT, United States, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  16. [ICPR18A] Cong Zhang, Dawei Du, Lipeng Ke, Honggang Qi and Siwei Lyu. Global Contrast Enhancement Detection via Deep Multi-Path Network. In International Conference on Pattern Recognition (ICPR), Beijing, China, 2018. [Bibtex] [Paper]. Areas: DF, Keywords: Contrast.

  17. [ICPR18B] Yi Wei, Ming-Ching Chang, Yiming Ying, Ser Nam Lim and Siwei Lyu. Explain Black-box Image Classifications Using Superpixel-based Interpretation. In International Conference on Pattern Recognition (ICPR), Beijing, China, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Object Recognition/Detection.

  18. [AIC18A] Milind Naphade, {et.al.} and Siwei Lyu. The 2018 NVAIC18AIA AI City Challenge. In IEEE Workshop on AI City Challenge (in conjunction with CVPR), Salt Lake City, UT, United States, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  19. [CVPR18] Baoyuan Wu, Bernard S. Ghanem, Wei Liu and Siwei Lyu. Tagging like Humans: Diverse and Distinct Image Annotation. In IEEE Conference on Computer Vision and Patten Recognition (CVPR), Salt Lake City, UT, United States, 2018. [Bibtex] [Paper]. Areas: CV, Keywords: Deep Learning.


2017 [top]

  1. [TCYB17] Dawei Du, Honggang Qi, Longyin Wen, Qingming Huang, Tian Qi and Siwei Lyu. Geometric Hypergraph Learning for Visual Tracking. IEEE Transactions on Cybernetics, 47(12):4182-4195, 2017. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  2. [AVSS17] Siwei Lyu and et.al.. AVSS 2017 Challenge on Advanced Traffic Monitoring. In International Conference on Advanced Video and Signal-Based Surveillance (AVSS), Lecce, Italy, 2017. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  3. [AICITY17A] Milind Naphade, David C. Anastasiu, Anuj Sharma, Vamsi Jagrlamudi, Hyeron Jeon, Kaikai Liu, Ming-Ching Chang, Siwei Lyu and Zeyu Gao. The NVAICITY17AIA AI City Challenge. In 2017 IEEE SmartWorld, Ubiquitous Intelligence \& Computing, Advanced \& Trusted Computed, Scalable Computing \& Communications, Cloud \& Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI), San Jose, NJ, United States, United States, 2017. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  4. [AICITY17B] Ming-Ching Chang, Yi Wei, Nenghui Song, Lipeng Ke and Siwei Lyu. Traffic Analysis Based On Object Detection And Vehicle Tracking. In 2017 IEEE AI City Challenge, San Jose, CA, United States, 2017. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  5. [NIPS17] Yanbo Fan, Siwei Lyu, Yiming Ying and Baogang Hu. Learning with Average Top-k Loss. In Advances in Neural Information Processing Systems (NIPS), Long Beach, CA, United States, 2017. [Bibtex] [Paper]. Areas: ML, Keywords: Learning Objectives.

  6. [OT17] (as participating team). The Visual Object Tracking VOT2017 challenge results. In ICCV Workshop on Visual Object Tracking Challenge, Venice, Italy, 2017. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  7. [ICCV17] Wenbo Li, Longyin Wen, Ming-Ching Chang, Ser nam Lim and Siwei Lyu. Adaptive RNN Tree for Large-Scale Human Action Recognition. In IEEE International Conference on Computer Vision (ICCV), Venice, Italy, 2017. [Bibtex] [Paper]. Areas: CV, Keywords: Activity Recognition, Deep Learning.

  8. [ICIP2017] Shengkun Li, Dawei Du, Longyin Wen, Ming-Ching Chang and Siwei Lyu. Hybrid Structure Hypergraph for Online Deformable Object Tracking. In IEEE Conference on Image Processing (ICIP), Beijing, China, 2017. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  9. [IJCNN17] Andrew Pulver and Siwei Lyu. LSTM with Working Memory. In International Joint Conference on Neural Networks (IJCNN), Anchorage, AK, United States, 2017. [Bibtex] [Paper]. Areas: ML, Keywords: Deep Learning.

  10. [AAAI17] Yang Yang, Longyin Wen, Siwei Lyu and Stan Z. Li. Learning Multi-Level Descriptors for Person Re-Identification. In 31st AAAI Conference on Artificial Intelligence (AAAI-17), San Francisco, CA, United States, 2017. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.


2016 [top]

  1. [IJCV16] Longyin Wen, Zhen Lei, Ming-Ching Chang, Honggang Qi and Siwei Lyu. Multi-Camera Multi-Target Tracking with Space-Time-View Hyper-graph. International Journal of Computer Vision, 122(2):313-333, 2016. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  2. [TIP16] Dawei Du, Honggang Qi, Wenbo Li, Longyin Wen, Qingming Huang and Siwei Lyu. Online Deformable Object Tracking Based on Structure-Aware Hyper-graph. IEEE Transactions on Image Processing, 25(8):3572 - 3584, 2016. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  3. [TCVG16] Yan Kong, Weiming Dong, Xing Mei, Chongyang Ma, Tong-Yee Lee, Siwei Lyu, Feiyue Huang and Xiaopeng Zhang. Measuring and Predicting Visual Importance of Similar Objects. IEEE Transactions on Visualization and Computer Graphics, 22(12):2564 - 2578, 2016. [Bibtex] [Paper]. Areas: CV, Keywords: Visual Saliency.

  4. [PAMI15] Longyin Wen, Zhen Lei, Siwei Lyu, Stan Z. Li and Ming-Hsuan Yang. Exploiting Hierarchical Dense Structures on Hypergraphs for Multi-Object Tracking. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38(10):1983-1996, 2016. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  5. [HUMANOIDS16] Shuai Li, Siwei Lyu and Jeff Trinkle. Contact Aware Robotics Manipulation. In Work Shop on Tactile Sensing for Manipulation: New progress and Challenges (in conjucntion with IEEE RAS-Humanoids), Cancun, Mexico, 2016. [Bibtex] [Paper]. Areas: RB, Keywords: .

  6. [WIFS16] Honggang Qi, Andrew Pulver and Siwei Lyu. Using 3D Face Model for Forensic Analysis of Lighting Environment. In IEEE Workshop on Information Forensics and Security (WIFS), Abu Dhabi, United Arab Emirates, 2016. [Bibtex] [Paper]. Areas: DF, Keywords: Splicing.

  7. [NIPS16] Yiming Ying, Longyin Wen and Siwei Lyu. Stochastic Online AUC Maximization. In Advances in Neural Information Processing Systems (NIPS), Barcelona, Spain, 2016. [Bibtex] [Paper]. Areas: ML, Keywords: AUC Maximization.

  8. [AVSS16] Yueming Yang, Ming-Ching Chang, Longyin Wen, Peter Tu, Honggang Qi and Siwei Lyu. Efficient Large-scale Photometric Reconstruction Using Divide-Recon-Fuse 3D Structure from Motion. In International Conference on Advanced Video and Signal-Based Surveillance (AVSS), Colorado Springs, CO, United States, 2016. [Bibtex] [Paper]. Areas: CV, Keywords: 3D Reconstruction.

  9. [AISTATS16] Martin Boissier, Yiming Ying, Siwei Lyu and Dingxuan Zhou. Fast Convergence of Online Pairwise Learning Algorithms. In The 19th International Conference on Artificial Intelligence and Statistics (AISTATS), Cadiz, Spain, 2016. [Bibtex] [Paper]. Areas: ML, Keywords: AUC Maximization.

  10. [AAAI16] Baoyuan Wu, Siwei Lyu and Bernard S. Ghanem. Multi-label Learning to Missing Labels and Class Imbalance. In 30th AAAI Conference on Artificial Intelligence (AAAI-16), Phoenix, AZ, United States, 2016. [Bibtex] [Paper]. Areas: CV, ML, Keywords: Multi-label Learning, Image Annotation.

  11. [AAAI16] Xin Wang, Yiming Ying, Ming-Ching Chang and Siwei Lyu. Co-regularized PLSA For Multi-Modal Learning. In 30th AAAI Conference on Artificial Intelligence (AAAI-16), Phoenix, AZ, United States, 2016. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.


2015 [top]

  1. [PR15] Baoyuan Wu, Siwei Lyu, Baogang Hu and Qiang Ji. Multi-label Learning with Missing Labels for Image Annotation and Facial Action Unit Recognition. Pattern Recognition, 48(7):2279-2289, 2015. [Bibtex] [Paper]. Areas: CV, ML, Keywords: Multi-label Learning, Image Annotation.

  2. [OPT15] Martin Boissier, Yiming Ying, Siwei Lyu and Dingxuan Zhou. Fast Convergence of Online Pairwise Learning Algorithms. In NIPS Workshop on Optimization for Machine Learning, Montreal, QC, Canada, 2015. [Bibtex] [Paper]. Areas: ML, Keywords: AUC Maximization.

  3. [OTITR15] (as participating team). The Visual Object Tracking VOTITR2015 challenge results. In ICCV Workshop on Visual Object Tracking Challenge, Santiago, Chile, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  4. [OT15] (as participating team). The Visual Object Tracking VOT2015 challenge results. In ICCV Workshop on Visual Object Tracking Challenge, Santiago, Chile, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Object Tracking.

  5. [ICCV15A] Wenbo Li, Longyin Wen, Mooi Choo Chua and Siwei Lyu. Category-blind Human Action Recognition: A Practical Recognition System. In IEEE International Conference on Computer Vision (ICCV), Santiago, Chile, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Activity Recognition, Deep Learning.

  6. [ICCV15B] Baoyuan Wu, Siwei Lyu and Bernard S. Ghanem. Machine Learning-MG: Multi-label Learning with Missing Labels Using a Mixed Graph. In IEEE International Conference on Computer Vision (ICCV), Santiago, Chile, 2015. [Bibtex] [Paper]. Areas: CV, ML, Keywords: Multi-label Learning, Image Annotation.

  7. [ICCV15C] Xing Mei, Honggang Qi, Baogang Hu and Siwei Lyu. Improving Image Restoration with Soft-Rounding. In IEEE International Conference on Computer Vision (ICCV), Santiago, Chile, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.

  8. [BMVC15] Ming-Ching Chang, Honggang Qi, Xin Wang, Hong Cheng and Siwei Lyu. Fast Online Upper Body Pose Estimation from Video. In British Machine Vision Conference (BMVC), Swansea, United Kingdom, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Pose Estimation.

  9. [IROS14] Shuai Li, Siwei Lyu, Jeff Trinkle and Wolfart Burgard. An Evaluation of Particle Filters for Contact-SLAM Problems. In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Hamburg, Germany, 2015. [Bibtex] [Paper]. Areas: RB, Keywords: .

  10. [ICIP15] Yueming Yang, Ming-Ching Chang and Siwei Lyu. Seeing As It Happens: Real Time 3D Video Event Visualization. In IEEE Conference on Image Processing (ICIP), Quebec, Canada, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: 3D Reconstruction.

  11. [ASIA15] Andrew Pulver, Ming-Ching Chang and Siwei Lyu. Shot Segmentation and Grouping for PTZ Camera Videos. In Annual Symposium on Information Assurance (ASIA), Albany, NY, United States, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: .

  12. [CVPR15] Xing Mei, Weiming Dong, Baogang Hu and Siwei Lyu. UniHIST: A Unified Framework for Image Restoration With Histogram. In IEEE Conference on Computer Vision and Patten Recognition (CVPR), Boston, MA, United States, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.

  13. [ICRA15] Shuai Li, Siwei Lyu and Jeff Trinkle. State Estimation for Dynamic Systems with Intermittent Contact. In IEEE Conference on Robotics and Automation (ICRA), Seattle, WA, United States, 2015. [Bibtex] [Paper]. Areas: RB, Keywords: .

  14. [FG15] Yelin Kim, Jixu Chen, Ming-Ching Chang, Xin Wang, Emily M. Provost and Siwei Lyu. Joint Event Localization and Classification of Human Action Videos with Event Transitions. In IEEE International Conference on Automatic Face and Gesture Recognition (FG), Ljubljana, Slovenia, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Pose Estimation.

  15. [SPIE15] Amanda Danko and Siwei Lyu. Fused Methods for Visual Saliency Estimation. In SPIE Symposium on Electronic Imaging, San Jose, CA, United States, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Visual Saliency.

  16. [ICCE15] Amanda Danko and Siwei Lyu. Better Together: Fusing Visual Saliency Methods for Retrieving Perceptually Similar Images. In IEEE Conference on Consumer Electronics (ICCE), Las Vegas, NV, United States, 2015. [Bibtex] [Paper]. Areas: CV, Keywords: Visual Saliency.


2014 [top]

  1. [IJCV13] Siwei Lyu, Xunyu Pan and Xing Zhang. Exposing Region Splicing Forgeries with Blind Local Noise Estimation. International Journal of Computer Vision, 110(2):202-221, 2014. [Bibtex] [Paper]. Areas: DF, Keywords: Splicing.

  2. [RSS14] Shuai Li, Siwei Lyu, Jeff Trinkle and Wolfart Burgard. An Evaluation of Particle Filters for Contact-SLAM Problems. In RSS Workshop on Information-based Grasp and Manipulation Planning, Berkeley, CA, United States, 2014. [Bibtex] [Paper]. Areas: RB, Keywords: .

  3. [ICIP14] Xing Mei, Baogang Hu and Siwei Lyu. Non-blind Image Restoration with Symmetric Generalized Pareto Priors. In IEEE Conference on Image Processing (ICIP), Paris, France, 2014. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.

  4. [ICIP14B] Xing Zhang and Siwei Lyu. Estimating Covariance Matrix Of Correlated Image Noise. In IEEE Conference on Image Processing (ICIP), Paris, France, 2014. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.

  5. [ICANN14] Xing Zhang and Siwei Lyu. Variational EM Learning of Deep Stack Boltzmann Networks with Deep Boltzmann Machines. In International Conference on Artificial Neural Networks (ICANN), Hamburg, Germany, 2014. [Bibtex] [Paper]. Areas: ML, Keywords: Deep Learning.

  6. [ICIP14A] Xing Zhang and Siwei Lyu. Blind Estimation Of Pixel Brightness Transform. In IEEE Conference on Image Processing (ICIP), Paris, France, 2014. [Bibtex] [Paper]. Areas: DF, Keywords: Contrast.

  7. [CVPR14] Xing Zhang and Siwei Lyu. Using Projection Kurtosis Concentration Of Natural Images For Blind Noise Covariance Matrix Estimation. In IEEE Conference on Computer Vision and Patten Recognition (CVPR), Columbus, OH, United States, 2014. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.

  8. [MANDM14B] Eric Lifshin, Siwei Lyu, Yudal P. Kandel and Richard L. Moore. The Use of Regularized Least Squares Minimization for the Deconvolution of SEM Images. In Microscopy \& Microanalysis, Hartford, CT, United States, 2014. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.

  9. [MANDM14A] Eric Lifshin, Yudal P. Kandel, Richard L. Moore and Siwei Lyu. Improved SEM Image Resolution Through the Use of Image Restoration Techniques. In Microscopy \& Microanalysis, Hartford, CT, United States, 2014. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.

  10. [ICLS14] Weiyi Sun, Jianwei Zhang, Hui Jin and Siwei Lyu. Analyzing Online Knowledge Building Discourse Using Probabilistic Topic Models. In International Conference of the Learning Sciences (ICLS), Boulder, CO, United States, 2014. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.

  11. [NIPSDDE13] Weiyi Sun, Jianwei Zhang, Hui Jin and Siwei Lyu. Probabilistic Topic Analysis of Online Knowledge Building Discourse. In NIPS Workshop on Data Driven Education, South Lake Tahoe, CA, United States, 2014. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.


2013 [top]

  1. [ICCV13] Baoyuan Wu, Siwei Lyu, Baogang Hu and Qiang Ji. Simultaneous Clustering and Tracklet Linking for Multi-Face Tracking in Videos. In IEEE International Conference on Computer Vision (ICCV), Sydney, Australia, 2013. [Bibtex] [Paper]. Areas: CV, ML, Keywords: .

  2. [CHINASIP13B] Siwei Lyu. An Upper-Bound On Second-Order Dependency. In IEEE International Conference and China Forum on Signal and Information Processing (ChinaSIP), Beijing, China, 2013. [Bibtex] [Paper]. Areas: ML, Keywords: .

  3. [CHINASIP13A] Siwei Lyu. Bayesian Supervised Learning With Non-Gaussian Latent Variables. In IEEE International Conference and China Forum on Signal and Information Processing (ChinaSIP), Beijing, China, 2013. [Bibtex] [Paper]. Areas: ML, Keywords: .

  4. [IJCAI13] Zuoguan Wang, Siwei Lyu and Qiang Ji. Deep Feature Learning using Target Priors with Applications in ECoG Signal Decoding for BCI. In International Joint Conference on Artificial Intelligence (IJCAI), Beijing, China, 2013. [Bibtex] [Paper]. Areas: ML, Keywords: Deep Learning.

  5. [ICRA13] Li Zhang, Siwei Lyu and Jeff Trinkle. A Dynamic Bayesian Approach to Simultaneous Estimation and Filtering in Grasp Acquisition. In IEEE Conference on Robotics and Automation (ICRA), Karlsruhe, Germany, 2013. [Bibtex] [Paper]. Areas: RB, Keywords: .

  6. [NIPS13] Siwei Lyu and Xin Wang. On Algorithms of Sparse Multi-factor Nonnegative Matrix Factorization. In Advances in Neural Information Processing Systems (NIPS), South Lake Tahoe, CA, United States, 2013. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.


2012 [top]

  1. [BOOKCHAP12] Siwei Lyu. Natural Image Statistics for Digital Image Forensics. In Digital Image Forensics: There is More to a Picture than Meets the Eye, , 2012. [Bibtex] [Paper]. Areas: DF, Keywords: .

  2. [ACCV12] Jixu Chen, Xiaoming Liu and Siwei Lyu. Boosting with Side Information. In Asian Conference on Computer Vision (ACCV), Daegu, South Korea, 2012. [Bibtex] [Paper]. Areas: CV, Keywords: Object Recognition/Detection.

  3. [NIPS12] Zuoguan Wang, Siwei Lyu, G. Schalk, K. Miller and Qiang Ji. Learning with Target Priors. In Advances in Neural Information Processing Systems (NIPS), South Lake Tahoe, CA, United States, 2012. [Bibtex] [Paper]. Areas: ML, Keywords: Learning Objectives.

  4. [ICASSP12] Xunyu Pan, Xing Zhang and Siwei Lyu. Detecting Splicing In Digital Audios Using Local Noise Level Estimation. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Kyoto, Japan, 2012. [Bibtex] [Paper]. Areas: DF, Keywords: Splicing, Audio Forensics.

  5. [ICCP12] Xunyu Pan, Xing Zhang and Siwei Lyu. Exposing Image Splicing with Inconsistent Local Noise Variances. In IEEE International Conference on Computational Photography, Seattle, WA, United States, 2012. [Bibtex] [Paper]. Areas: DF, Keywords: Splicing.

  6. [SPIE12] Xunyu Pan, Xing Zhang and Siwei Lyu. Blind Local Noise Estimation for Medical Images Reconstructed from Rapid Acquisition. In SPIE Symposium on Medical Imaging, San Diego, CA, United States, 2012. [Bibtex] [Paper]. Areas: MI, Keywords: .


2011 [top]

  1. [NC11] Siwei Lyu. Divisive Normalization as an Efficient Coding Transform: Justification and Effectiveness. Neural Computation, 23(11):2942-2973, 2011. [Bibtex] [Paper]. Areas: CV, Keywords: Natural Image Statistics.

  2. [MMSEC11] Xunyu Pan, Xing Zhang and Siwei Lyu. Exposing Image Forgery with Blind Noise Estimation. In ACM Workshop on Multimedia and Security (MM\&Sec), Niagara Falls, NY, United States, 2011. [Bibtex] [Paper]. Areas: DF, Keywords: Splicing.

  3. [NIPS11] Siwei Lyu. Unifying Non-Maximum Likelihood Learning Objectives with Minimum KL Contraction. In Advances in Neural Information Processing Systems (NIPS), Granada, Spain, 2011. [Bibtex] [Paper]. Areas: ML, Keywords: Learning Objectives.


2010 [top]

  1. [TIFS10] Xunyu Pan and Siwei Lyu. Region Duplication Detection Using Image Feature Matching. IEEE Transactions on Information Forensics and Security, 5(4):857-867, 2010. [Bibtex] [Paper]. Areas: DF, Keywords: Copy-move.

  2. [MMSEC10] Siwei Lyu. Estimating Vignetting Function from a Single Image for Image Authentication. In ACM Workshop on Multimedia and Security (MM\&Sec), Rome, Italy, 2010. [Bibtex] [Paper]. Areas: DF, Keywords: Vignetting.

  3. [NIPS10] Siwei Lyu. Divisive Normalization: Justification and Effectiveness as Efficient Coding Transform. In Advances in Neural Information Processing Systems (NIPS), Vancouver, Canada, 2010. [Bibtex] [Paper]. Areas: CV, Keywords: Natural Image Statistics.

  4. [ICIP10] Siwei Lyu. Single Image Vignetting Correction with Natural Image Statistics in Derivative Domains. In IEEE Conference on Image Processing (ICIP), Hong Kong, 2010. [Bibtex] [Paper]. Areas: DF, Keywords: Vignetting.

  5. [ICASSP10B] Xunyu Pan and Siwei Lyu. Detecting Image Region Duplication using SIFT Features. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, United States, United States, 2010. [Bibtex] [Paper]. Areas: DF, Keywords: Copy-move.

  6. [ICASSP10A] Siwei Lyu. Nonnegative Matrix Factorization with Matrix Exponentiation. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, United States, United States, 2010. [Bibtex] [Paper]. Areas: ML, Keywords: Matrix Factorization.


2009 [top]

  1. [NC09] Siwei Lyu and Eero P. Simoncelli. Nonlinear extraction of 'Independent Components' of natural images using radial Gaussianization. Neural Computation, 18(6):1-35, 2009. [Bibtex] [Paper]. Areas: CV, Keywords: Natural Image Statistics.

  2. [PAMI08] Siwei Lyu and Eero P. Simoncelli. Modeling multiscale subbands of photographic images with fields of Gaussian scale mixtures. IEEE Transactions on Pattern Analysis and Machine Intelligence, 31(4):693-706, 2009. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.

  3. [UAI09] Siwei Lyu. Interpretation and Generalization of Score Matching. In The International Conference on Uncertainty in Artificial Intelligence (UAI), Montreal, QC, Canada, 2009. [Bibtex] [Paper]. Areas: ML, Keywords: Learning Objectives.

  4. [CVPR09] Siwei Lyu. An Implicit Markov Random Field Model for Natural Images in Multi-scale Oriented Representations. In IEEE Conference on Computer Vision and Patten Recognition (CVPR), Miami Beach, FL, United States, 2009. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.


2008 [top]

  1. [NIPS08] Siwei Lyu and Eero P. Simoncelli. Reducing statistical dependencies in natural signals using radial Gaussianization. In Advances in Neural Information Processing Systems (NIPS), Vancouver, Canada, 2008. [Bibtex] [Paper]. Areas: CV, Keywords: Natural Image Statistics.

  2. [CVPR08] Siwei Lyu and Eero P. Simoncelli. Nonlinear image representation using divisive normalization. In IEEE Conference on Computer Vision and Patten Recognition (CVPR), Anchorage, AK, United States, 2008. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.


2007 [top]

  1. [SPIE07] Siwei Lyu and Eero P. Simoncelli. Statistically and Perceptually Motivated Nonlinear Image Representation. In IS\&T/SPIE 19th Annual Symposium of Electronic Imaging, San Jose, CA, United States, 2007. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.


2006 [top]

  1. [TIFS06] Siwei Lyu and Hany Farid. Steganalysis Using Higher-Order Image Statistics. IEEE Transactions on Information Forensics and Security, 1(1):111-119, 2006. [Bibtex] [Paper]. Areas: DF, Keywords: Steganalysis.

  2. [IFAR06] Dan Rockmore, Siwei Lyu and Hany Farid. A Digital Technique for Authentication in the Arts. International Foundation for Art Research (IFAR) Journal, 8(2):21-29, 2006. [Bibtex] [Paper]. Areas: DF, Keywords: Art Forensics.

  3. [NIPS06] Siwei Lyu and Eero P. Simoncelli. Statistical Modeling of Images with Fields of Gaussian Scale Mixtures. In Advances in Neural Information Processing Systems (NIPS), Vancouver, Canada, 2006. [Bibtex] [Paper]. Areas: CV, Keywords: Image Restoration/Enhancement.


2005 [top]

  1. [SP05] Siwei Lyu and Hany Farid. How Realistic is Photorealistic?. IEEE Transactions on Signal Processing, 53(2):845-850, 2005. [Bibtex] [Paper]. Areas: DF, Keywords: CG vs. Photo.

  2. [SPIE05] Micah Kimo Johnson, Siwei Lyu and Hany Farid. Steganalysis of Recorded Speech. In SPIE Symposium on Electronic Imaging, San Jose, CA, United States, 2005. [Bibtex] [Paper]. Areas: DF, Keywords: Steganalysis, Audio Forensics.

  3. [CVPR05A] Siwei Lyu. Mercer Kernels for Object Recognition with Local Features. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), San Diego, CA, United States, 2005. [Bibtex] [Paper]. Areas: CV, ML, Keywords: Kernel Method, Object Recognition/Detection.

  4. [CVPR05B] Siwei Lyu. Infomax Boosting. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), San Diego, CA, United States, 2005. [Bibtex] [Paper]. Areas: CV, ML, Keywords: Boosting, Object Recognition/Detection.

  5. [ECML05] Siwei Lyu. Kernels for Unordered Sets: the Gaussian Mixture Approach. In European Conference on Machine Learning (ECML), Porto, Portugal, 2005. [Bibtex] [Paper]. Areas: ML, Keywords: Kernel Method.

  6. [MM05] Siwei Lyu. Automatic Image Orientation Determination with Natural Image Statistics. In ACM Multimedia, Singapore, 2005. [Bibtex] [Paper]. Areas: CV, Keywords: Natural Image Statistics.

  7. [ARTMATH05] Siwei Lyu, Dan Rockmore and Hany Farid. Wavelet Analysis for Art Authentication. In Art+Math=X, Boulder, CO, United States, 2005. [Bibtex] [Paper]. Areas: DF, Keywords: Art Forensics.


2004 [top]

  1. [PNAS04] Siwei Lyu, Dan Rockmore and Hany Farid. A Digital Technique for Art Authentication. Proceedings of the National Academy of Sciences, 101(49):17006-17010, 2004. [Bibtex] [Paper]. Areas: DF, Keywords: Art Forensics.

  2. [SPIE04] Siwei Lyu and Hany Farid. Steganalysis Using Color Wavelet Statistics and One-Class Support Vector Machines. In SPIE Symposium on Electronic Imaging, San Jose, CA, United States, 2004. [Bibtex] [Paper]. Areas: DF, Keywords: Steganalysis.


2003 [top]

  1. [SACV03] Hany Farid and Siwei Lyu. Higher-Order Wavelet Statistics and their Application to Digital Forensics. In CVPR Workshop on Statistical Analysis in Computer Vision, Madison, Wisconsin, United States, 2003. [Bibtex] [Paper]. Areas: DF, Keywords: CG vs. Photo.


2002 [top]

  1. [IH02] Siwei Lyu and Hany Farid. Detecting Hidden Messages Using Higher-Order Statistics and Support Vector Machines. In International Workshop on Information Hiding, Noordwijkerhout, Netherlands, 2002. [Bibtex] [Paper]. Areas: DF, Keywords: Steganalysis.