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@article{ding_etal_tcyb22,

author = {Feng Ding and},

journal = {IEEE Transactions on Cybernetics},

title = {{ExS-GAN: Synthesizing Anti-forensics Images via Extra Supervised GAN}},

volume = {to appear},

number = {},

pages = {},

year = {2022},

}

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@article{sun_etal_prl22,

author = {Pu Sun and Yuezun Li and Honggang Qi and Siwei Lyu},

journal = {Pattern Recognition Letters},

title = {{LandmarkGAN: Synthesizing Faces from Landmarks}},

volume = {accepted},

number = {},

pages = {},

year = {2022},

}

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@article{pu_etal_pr22,

author = {Wenbo Pu and Jing Hu and Xin Wang and Yuezun Li and Shu Hu and Bin Zhu and Qi Song and Xi Wu and Siwei Lyu},

journal = {Pattern Recognition},

title = {{Learning a Deep Dual-Level Network for Robust DeepFake Detection}},

volume = {to appear},

number = {},

pages = {},

year = {2022},

}

[Back to Publications]

@article{guo_etal_access22,

author = {Hui Guo and Xin Wang and Shu Hu and Ming-Ching Chang and Siwei Lyu},

journal = {IEEE Access},

title = {{Robust Attentive Deep Neural Network for Detecting GAN-Generated Faces}},

volume = {accepted},

number = {},

pages = {},

year = {2022},

}

[Back to Publications]

@article{hu_etal_jmlr22,

author = {Shu Hu and Yiming Ying and Xin Wang and Siwei Lyu},

journal = {Journal of Machine Learning Research (JMLR)},

title = {Sum of Ranked Range Loss for Supervised Learning},

volume = {2022},

number = {},

pages = {1-44},

year = {2022},

}

[Back to Publications]

@article{ke_tip22,

author = {Lipeng Ke and Ming-Ching Chang and Honggang Qi and Siwei Lyu},

journal = {IEEE Transactions on Image Processing},

title = {{DetPoseNet: Improving Multi-Person Pose Estimation ia Coarse-Pose Filtering}},

volume = {to appear},

number = {},

pages = {},

year = {2022},

}

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@article{li_etal_cviu22,

author = {Wenbo Li and Yi Wei and Siwei Lyu and Ming-Ching Chang},

journal = {International Journal on Computer Vision and Image Understanding (CVIU)},

title = {Simultaneous Multi-Person Tracking and Activity Recognition based on Cohesive Cluster Search},

volume = {214},

number = {},

pages = {103301},

year = {2022},

}

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@inproceedings{ijcb22,

author = {Bo Peng and Wei Wang and Jing Dong and Siwei Lyu},

booktitle = {International Joint Conference on Biometrics (IJCB)},

title = {{The Second DeepFake Game Competition}},

address = {Abu Dhabi, United Arab Emirates},

year = {2022},

}

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@inproceedings{peng_etal_prcv22,

author = {Bo Peng and Siwei Lyu and Wei Wang and Jing Dong},

booktitle = {Chinese Conference on Pattern Recognition and Computer Vision (PRCV)},

title = {Counterfactual Image Enhancement for Explanation of Face Swap Deepfakes},

address = {Shenzhen, China},

year = {2022},

}

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@inproceedings{Ferdous_etal_icip22d,

author = {Syeda Nyma Ferdous and Xin Li and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {{Uncertainty Aware Multitask Pyramid Vision Transformer For UAV-Based Object Re-Identification}},

address = {Bordeau, France},

year = {2022},

}

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@inproceedings{song_etal_eccv22,

author = {Luchuan Song and Zheng Fang and Xiaodan Li and Xiaoyi Dong and Zhenchao Jin and Yuefeng Chen and Siwei Lyu},

booktitle = {European Conference on Computer Vision (ECCV)},

title = {Profiling Intra-consistency and Instance-discrimination for Face Forgery Detection},

address = {Tel Aviv, Isreal},

year = {2022},

}

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@inproceedings{Sun_etal_icip22c,

author = {Pu Sun and Yuezun Li and Honggang Qi and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Faketracer: Exposing Deepfakes With Training Data Contamination},

address = {Bordeau, France},

year = {2022},

}

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@inproceedings{Ju_etal_icip22a,

author = {Yan Ju and Shan Jia and Lipeng Ke and Hongfei Xue and Koki Nagano and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {{Fusing Global and Local Features for Generalized AI-synthesized Image Detection}},

address = {Bordeau, France},

year = {2022},

}

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@inproceedings{Jia_etal_icip22b,

author = {Shan Jia and Xin Li and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Model Attribution Of Face-Swap {DeepFake} Videos},

address = {Bordeau, France},

year = {2022},

}

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@inproceedings{yang_etal_uai22,

author = {Zhenhuan Yang and Shu Hu and Yunwen Lei and Kush R. Varshney and Siwei Lyu and Yiming Ying},

booktitle = {The International Conference on Uncertainty in Artificial Intelligence (UAI)},

title = {Differentially Private SGDA for Minimax Problems},

address = {Eindhoven, the Netherlands},

year = {2022},

}

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@inproceedings{guo_etal_mipr22,

author = {Hui Guo and Xin Wang and Ming-Ching Chang and Siwei Lyu},

booktitle = {International Conference on Multimedia Information Processing and Retrieval (MIPR)},

title = {{Open-eye: an open platform to study human performance on identifying AI-synthesized faces}},

address = {Taipei, Taiwan},

year = {2022},

}

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@inproceedings{hu_etal_cvprw22,

author = {Shu Hu and Chun-Hao Liu and Jayanta Dutta and Ming-Ching Chang and Siwei Lyu and Naveen Ramakrishnan},

booktitle = {CVPR Workshop on Autonomous Driving},

title = {PseudoProp: Robust Pseudo-Label Generation for Semi-Supervised Object Detection in Autonomous Driving Systems},

address = {New Orleans, LA},

year = {2022},

}

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@inproceedings{lin_etal_icme22,

author = {Dizhong Lin and Ying Fu and Xin Wang and Shu Hu and Bin Zhu and Qi Song and Xi Wu and Jilin Zhou and Siwei Lyu},

booktitle = {IEEE International Conference on Multimedia and Expo (ICME)},

title = {Contrastive Class-specific Encoding For Few-shot Object Detection},

address = {Taipei, Taiwan},

year = {2022},

}

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@inproceedings{lyu_bookchap22a,

author = {Yuezun Li and Honggang Qi and Siwei Lyu},

booktitle = {Handbook of Digital Face Manipulation and Detection: From DeepFakes to Morphing Attacks},

title = {Toward the Creation and Obstruction of DeepFakes},

address = {},

year = {2022},

}

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@inproceedings{guo_icassp22c,

author = {Hui Guo and Shu Hu and Xin Wang and Ming-Ching Chang and Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},

title = {{Eyes Tell All: Irregular Pupil Shapes Reveal GAN-Generated Faces}},

address = {Singapore},

year = {2022},

}

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@inproceedings{huang_icassp22b,

author = {Mingzhen Huang and Shan Jia and Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},

title = {{Text-Image De-Contextualization Detection Using Vision-Language Models}},

address = {Singapore},

year = {2022},

}

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@inproceedings{albadaway_icassp22a,

author = {Ehab AlBadawy and Andrew Gibiansky and Qing He and Jilong Wu and Ming-Ching Chang and Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},

title = {{VOCBENCH: A Neural Vocoder Benchmark For Speech Synthesis}},

address = {Singapore},

year = {2022},

}

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@inproceedings{ke_peng_lyu_aaai22a,

author = {Lipeng Ke and Kuan-Chuan Peng and Siwei Lyu},

booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},

title = {{Towards To-a-T Spatio-Temporal Focus for Skeleton-Based Action Recognition}},

address = {Vancouver, Canada},

year = {2022},

}

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@inproceedings{luo_etal_aaai22b,

author = {Ziwei Luo and Jing Hu and Xin Wang and Shu Hu and Bin Kong and Youbing Yin and Qi Song and Xi Wu and Siwei Lyu},

booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},

title = {{Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration}},

address = {Vancouver, Canada},

year = {2022},

}

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@inproceedings{lyu_bookchap22b,

author = {Siwei Lyu},

booktitle = {Digital Image Forensics: There is More to a Picture than Meets the Eye},

title = {DeepFake Detection},

address = {},

year = {2022},

}

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@article{zhang_etal_pr21,

author = {Xian Zhang and Xin Wang and Bin Kong and Youbing Yin and Qi Song and Siwei Lyu and Jiancheng Lv and Xi Wu and Xiaojie Li},

journal = {Pattern Recognition},

title = {High Quality Image-based Face Inpainting using {DE-GAN: Domain Embedded Multi-model Generative Adversarial Networks}},

volume = {},

number = {(to appear)},

pages = {},

year = {2021},

}

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@article{liy_etal_cviu21,

author = {Yuezun Li and Pu Sun and Honggang Qi and Junyu Dong and Ming-Ching Chang and Honggang Qi and Jongwoo Lim and Ming-Hsuan Yang and Siwei Lyu},

journal = {International Journal on Computer Vision and Image Understanding (CVIU)},

title = {TransRPN: Towards the Transferable Adversarial Perturbations Using Region Proposal Networks and Beyond},

volume = {213},

number = {},

pages = {103302},

year = {2021},

}

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@article{luo_etal_tnnls21,

author = {Luo, Ao and Yang, Fan and Li, Xin and Li, Yuezun and Jiao, Zhicheng and Cheng, Hong and Lyu, Siwei},

journal = {IEEE Transactions on Neural Networks and Learning Systems},

title = {Robust Scene Parsing by Mining Supportive Knowledge From Dataset},

volume = {},

number = {},

pages = {1-14},

year = {2021},

}

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@article{peng_etal_tcsvt21,

author = {Bo Peng and Wei Wang and Jing Dong and Siwei Lyu},

journal = {IEEE Transactions on Circus and Systems for Video Technology},

title = {A Unified Framework for High Fidelity Face Swap and Expression Reenactment},

volume = {},

number = {},

pages = {},

year = {2021},

}

[Back to Publications]

@article{ding_etal_mm21,

author = {Feng Ding and Guopu Zhu and Yingcan Li and Xinpeng Zhang and Pradeep Atray and Siwei Lyu},

journal = {IEEE Transactions on Multimedia},

title = {Anti-Forensics for Face Swapping Videos via Adversarial Training},

volume = {},

number = {},

pages = {(to appear)},

year = {2021},

}

[Back to Publications]

@article{Hu_etal_mia21,

author = {Jing Hu and Ziwei Luo and Xin Wang and Shanhui Sun and Youbing Yin and Kunlin Cao and Qi Song and Siwei Lyu and Xi Wu},

journal = {Medical Image Analysis},

title = {End-to-end multimodal image registration via reinforcement learning},

volume = {68},

number = {},

pages = {101878},

year = {2021},

}

[Back to Publications]

@article{ke_et_al_tcyb21,

author = {Lipeng Ke and Ming-Ching Chang and Longyin Wen and Honggang Qi and Siwei Lyu},

journal = {IEEE Transactions on Cybernetics},

title = {Fast Online Video Pose Estimation by Dynamic {Bayesian} Modeling of Mode Transitions},

volume = {51},

number = {1},

pages = {2-15},

year = {2021},

}

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@inproceedings{wang_etal_bmvc21b,

author = {BorShiun Wang and Jun-Wei Hsieh and Ping-Yang Chen and Ming-Ching Chang and Lipeng Ke and Siwei Lyu},

booktitle = {British Machine Vision Conference (BMVC)},

title = {{Learnable Discrete Wavelet Pooling (LDW-Pooling) for Convolutional Networks}},

address = {virtual},

year = {2021},

}

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@inproceedings{huang_etal_bmvc21a,

author = {Yao-Hui Huang and Jun-Wei Hsieh and Ming-Ching Chang and Lipeng Ke and Siwei Lyu and Arpita Samanta Santra},

booktitle = {British Machine Vision Conference (BMVC)},

title = {Learning with Multi-Teacher and Single-Student on Environment Vision Transformer for Face-Spoofing},

address = {virtual},

year = {2021},

}

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@inproceedings{zhao_etal_avss21b,

author = {Guanliang Zhao and Abhineet Pandey and Ming-Ching Chang and Siwei Lyu},

booktitle = {International Conference on Advanced Video and Signal-Based Surveillance (AVSS)},

title = {A Video Analytic System for Rail Crossing Point Protection},

address = {virtual},

year = {2021},

}

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@inproceedings{wu_etal_avss21a,

author = {Shou-Fang Wu and Ming-Ching Chang and Siwei Lyu and Cheng-Shih Wong and Abhineet Pandey and Po-Chyi Su},

booktitle = {International Conference on Advanced Video and Signal-Based Surveillance (AVSS)},

title = {{FlagDetSeg}: Multi-Nation Flag Detection and Segmentation in the Wild},

address = {virtual},

year = {2021},

}

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@inproceedings{pradhan_lyu_mlsp21,

author = {Ian Pradhan and Siwei Lyu},

booktitle = {IEEE Machine Learning for Signal Processing Workshop},

title = {Understanding Linear Style Transfer Auto-encoders},

address = {},

year = {2021},

}

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@inproceedings{li_etal_iccv21b,

author = {Yuezun Li and Yiming Li and Baoyuan Wu and Longkang Li and Ran He and Siwei Lyu},

booktitle = {IEEE International Conference on Computer Vision (ICCV)},

title = {Invisible Backdoor Attack with Sample-Specific Triggers},

address = {virtual},

year = {2021},

}

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@inproceedings{hu_etal_iccv21a,

author = {Shu Hu and Lipeng Ke and Xin Wang and Siwei Lyu},

booktitle = {IEEE International Conference on Computer Vision (ICCV)},

title = {T$_k${ML-AP}: Adversarial Attacks to Top-$k$ Multi-Label Learning},

address = {virtual},

year = {2021},

}

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@inproceedings{ijcb21b,

author = {(as organizer)},

booktitle = {International Joint Conference on Biometrics (IJCB)},

title = {{DFGC 2021: A DeepFake Game Competition}},

address = {Shenzhen, China},

year = {2021},

}

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@inproceedings{ijcb21a,

author = {(as participating team)},

booktitle = {International Joint Conference on Biometrics (IJCB)},

title = {{NIR Iris Challenge Evaluation in Non-cooperative Environments: Segmentation and Localization}},

address = {Shenzhen, China},

year = {2021},

}

[Back to Publications]

@inproceedings{luo_etal_icip21b,

author = {Anwei Luo and Yingbin Zhou and Xiangui Kang and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Face Fogery Ensemble Detection Based on Segmentation Architecture and Frequency Learning},

address = {Anchorage, AK, United States},

year = {2021},

}

[Back to Publications]

@inproceedings{liao_etal_icip21a,

author = {Quanyu Liao and Yuezun Li and Xin Wang and Bin Kong and Bin Zhu and Siwei Lyu and Youbing Yin and Qi Song and Xi Wu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Imperceptible Adversarial Examples For Fake Image Detection},

address = {Anchorage, AK, United States},

year = {2021},

}

[Back to Publications]

@inproceedings{luo_etal_ijcai21,

author = {Ziwei Luo and Jing Hu and Xin Wang and Siwei Lyu and Bin Kong and Youbing Yin and Qi Song and Xi Wu},

booktitle = {International Joint Conference on Artificial Intelligence (IJCAI)},

title = {Stochastic Actor-Executor-Critic for Image-to-Image Translation},

address = {virtual},

year = {2021},

}

[Back to Publications]

@inproceedings{li_etal_sadfe21,

author = {Yuezun Li and Cong Zhang and Pu Sun and Lipeng Ke and Yan Ju and Honggang Qi and Siwei Lyu},

booktitle = {International Conference on Systematic Approaches to Digital Forensic Engineering (SADFE)},

title = {DeepFake-o-meter: An Open Platform for DeepFake Detection},

address = {},

year = {2021},

}

[Back to Publications]

@inproceedings{liao_etal_icme21,

author = {Quanyu Liao and Xin Wang and Bin Kong and Siwei Lyu and Bin Zhu and Youbing Yin and Qi Song and Xi Wu},

booktitle = {IEEE International Conference on Multimedia and Expo (ICME)},

title = {Transferable Adversarial Examples for Anchor Free Object Detection},

address = {Shenzhen, China},

year = {2021},

}

[Back to Publications]

@inproceedings{li_etal_cvpr21,

author = {Longyin Wen and Dawei Du and Pengfei Zhu and Qinghua Hu and Qilong Wang and Liefeng Bo and Siwei Lyu},

booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {{Detection, Tracking, and Counting Meets Drones in Crowds: A Benchmark}},

address = {Nashville, Tennesse, USA},

year = {2021},

}

[Back to Publications]

@inproceedings{hu_li_icassp21,

author = {Shu Hu and Yuezun Li and Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},

title = {Exposing {GAN}-generated Faces Using Inconsistent Corneal Specular Highlights},

address = {Toronto, Canada},

year = {2021},

}

[Back to Publications]

@inproceedings{lyu_bookchap21,

author = {Yuezun Li and Siwei Lyu},

booktitle = {Deep Learning-Based Face Analytics},

title = {Obstructing DeepFakes by Disrupting Face Detection and Facial Landmarks Extraction},

address = {},

year = {2021},

}

[Back to Publications]

@inproceedings{yang_etal_aistats21,

author = {Zhenhuan Yang and Yunwen Lei and Siwei Lyu and Yiming Ying},

booktitle = {The 24th International Conference on Artificial Intelligence and Statistics (AISTATS)},

title = {Stability and Differential Privacy of Stochastic Gradient Descent for Pairwise Learning with Non-Smooth Loss},

address = {},

year = {2021},

}

[Back to Publications]

@article{lyu_etal_pami20,

author = {Siwei Lyu and Yanbo Fan and Yiming Ying and Baogang Hu},

journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},

title = {Average Top-k Loss for supervised learning},

volume = {},

number = {(early access)},

pages = {1-1},

year = {2020},

}

[Back to Publications]

@article{fan_etal_access20,

author = {Yanbo Fan and Baoyuan Wu and Ran He and Baogang Hu and Yong Zhang and Siwei Lyu},

journal = {IEEE Access},

title = {Groupwise Ranking Loss for Multi-label Learning},

volume = {to appear},

number = {},

pages = {},

year = {2020},

}

[Back to Publications]

@article{wen_etal_cviu20,

author = {Longyin Wen and Dawei Du and Zhaowei Cai and Zhen Lei and Ming-Ching Chang and Honggang Qi and Jongwoo Lim and Ming-Hsuan Yang and Siwei Lyu},

journal = {International Journal on Computer Vision and Image Understanding (CVIU)},

title = {{UA-DETRAC: A New Benchmark and Protocol for Multi-Object Detection and Tracking}},

volume = {193},

number = {},

pages = {102907},

year = {2020},

}

[Back to Publications]

@inproceedings{lyu_bookchap20,

author = {Siwei Lyu},

booktitle = {Technology vs. Truth: Deception in the Digital Age},

title = {AI-Generated Deepfakes and the Challenge of Detection},

address = {},

year = {2020},

}

[Back to Publications]

@inproceedings{hu_etal_neurips20,

author = {Shu Hu and Yiming Ying and Xin Wang and Siwei Lyu},

booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},

title = {Learning by Minimizing the Sum of Ranked Range},

address = {Montreal, QC, Canada},

year = {2020},

}

[Back to Publications]

@inproceedings{sun_etal_wifs20,

author = {Pu Sun and Yuezun Li and Honggang Qi and Siwei Lyu},

booktitle = {IEEE Workshop on Information Forensics and Security (WIFS)},

title = {Landmark Breaker: Obstructing DeepFake By Disturbing Landmark Extraction},

address = {New York, NY, United States},

year = {2020},

}

[Back to Publications]

@inproceedings{wei_etal_accv20,

author = {Yi Wei and Pengchuan Zhang and Wenbo Li and Zhe Gan and Siwei Lyu and Ming-Ching Chang and Lei Zhang and Jianfeng Gao},

booktitle = {Asian Conference on Computer Vision (ACCV)},

title = {{MagGAN: High-Resolution Face Attribute Editing with Mask-Guided Generative Adversarial Network}},

address = {Kyoto, Japan},

year = {2020},

}

[Back to Publications]

@inproceedings{cai_etal_acmm20,

author = {Yunqiang Cai and Dawei Du and Libo Zhang and Longyin Wen and Weiqiang Wang and Yanjun Wu and Siwei Lyu},

booktitle = {ACM Multimedia},

title = {Guided Attention Network for Object Detection and Counting on Drones},

address = {Seattle, WA, United States},

year = {2020},

}

[Back to Publications]

@inproceedings{albadaway_interspeech20,

author = {Ehab AlBadawy and Siwei Lyu},

booktitle = {Interspeech},

title = {Voice Conversion using Speech-to-Speech Neuro-Style Transfer},

address = {Shanghai, China},

year = {2020},

}

[Back to Publications]

@inproceedings{luo_etal_eccv20a,

author = {Ao Luo and Xin Li and Fan Yang and Zhicheng Jiao and Hong Cheng and Siwei Lyu},

booktitle = {European Conference on Computer Vision (ECCV)},

title = {{Cascade Graph Neural Networks for RGB-D Salient Object Detection}},

address = {Glasgow, UK},

year = {2020},

}

[Back to Publications]

@inproceedings{ji_etal_eccv20b,

author = {Ruyi Ji and Dawei Du and Libo Zhang and Longyin Wen and Zhao Chen and Yanjun Wu and Feiyue Huang and Siwei Lyu},

booktitle = {European Conference on Computer Vision (ECCV)},

title = {Learning Semantic Neural Tree for Human Parsing},

address = {Glasgow, UK},

year = {2020},

}

[Back to Publications]

@inproceedings{wei_etal_iros20,

author = {Yi Wei and Wenbo Li and Ming-Ching Chang and Hongxia Jin and Siwei Lyu},

booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},

title = {Explainable and Efficient Sequential Correlation Network for {3D} Single Person Concurrent Activity Detection},

address = {Las Vegas, NV, United States},

year = {2020},

}

[Back to Publications]

@inproceedings{li_luo_icip20,

author = {Yuezun Li and Ao Luo and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Fast Portrait Segmentation with Highly Light-Weight Network},

address = {Dubai, UAE},

year = {2020},

}

[Back to Publications]

@inproceedings{lyu_icmew20,

author = {Siwei Lyu},

booktitle = {International Workshop on Media-Rich Fake News (MedFake) in conjunction with ICME},

title = {{DeepFake} Detection: Current Challenges and Next Steps},

address = {London, UK},

year = {2020},

}

[Back to Publications]

@inproceedings{liao_etal_ijcnn20,

author = {Quanyu Liao and Xin Wang and Bin Kong and Siwei Lyu and Youbing Yin and Qi Song and Xi Wu},

booktitle = {International Joint Conference on Neural Networks (IJCNN)},

title = {Fast Local Attack: Generating Local Adversarial Examples for Object Detectors},

address = {Glasgow, UK},

year = {2020},

}

[Back to Publications]

@inproceedings{li_etal_cvpr20,

author = {Yuezun Li and Pu Sun and Honggang Qi and Siwei Lyu},

booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {{Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics}},

address = {Seattle, WA, United States},

year = {2020},

}

[Back to Publications]

@inproceedings{li_etal_aaai20,

author = {Wenbo Li and Yi Wei and Ming-Ching Chang and Siwei Lyu},

booktitle = {34th AAAI Conference on Artificial Intelligence (AAAI-20)},

title = {{3D Single-Person Concurrent Activity Detection Using Stacked Relation Network}},

address = {New York, NY, United States},

year = {2020},

}

[Back to Publications]

@article{natole_frontier19,

author = {Michael Anthony Natole and Yiming Ying and Siwei Lyu},

journal = {Frontiers in Applied Mathematics and Statistics, section Mathematics of Computation and Data Science},

title = {Stochastic {AUC} Optimization Algorithms with Linear Convergence},

volume = {},

number = {},

pages = {},

year = {2019},

}

[Back to Publications]

@article{xue_etal_spl19,

author = {Zhe Xue and Dawei Du and Qingming Huang and Siwei Lyu},

journal = {IEEE Signal Processing Letters},

title = {Deep Constrained Low-rank Subspace Learning for Multi-view Semi-supervised Classification},

volume = {},

number = {},

pages = {},

year = {2019},

}

[Back to Publications]

@article{xue_etal_infosci19,

author = {Zhe Xue and Junping Du and Dawei Du and Siwei Lyu},

journal = {Information Science},

title = {Deep Low-Rank Subspace Ensemble for Multi-View Clustering},

volume = {482},

number = {},

pages = {210-227},

year = {2019},

}

[Back to Publications]

@article{wen_etal_ijcv19,

author = {Longyin Wen and Zhen Lei and Siwei Lyu and Stan Z. Li},

journal = {International Journal of Computer Vision},

title = {Single-Shot Scale-Aware Network for Real-Time Face Detection},

volume = {127},

number = {6-7},

pages = {537--559},

year = {2019},

}

[Back to Publications]

@inproceedings{li_etal_avss19,

author = {Yuezun Li and Longyin Wen and Ming-Ching Chang and Siwei Lyu},

booktitle = {International Conference on Advanced Video and Signal-Based Surveillance (AVSS)},

title = {Graph-to-Graph Energy Minimization for Video Object Segmentation},

address = {Taipei, Taiwan},

year = {2019},

}

[Back to Publications]

@inproceedings{li_etal_bmvc19,

author = {Yuezun Li and Ming-Ching Chang and Xiao Bian and Siwei Lyu},

booktitle = {British Machine Vision Conference (BMVC)},

title = {Exploring the Vulnerability of Single Shot Module in Object Detectors via Imperceptible Background Patches},

address = {Cadiff, UK},

year = {2019},

}

[Back to Publications]

@inproceedings{du_etal_acmmm19,

author = {Congcong Li and Dawei Du and Libo Zhang and Tiejian Luo and Yanjun Wu and Qi Tian and Longyin Wen and Siwei Lyu},

booktitle = {ACM Multimedia},

title = {Data Priming Network for Automatic Check-Out},

address = {Nice, France},

year = {2019},

}

[Back to Publications]

@inproceedings{wang_miccai19,

author = {Bin Kong and Xin Wang and Junping Du and Yi Lu and Kunlin Cao and Qi Song and Shaoting Zhang and Siwei Lyu and Youbing Yin},

booktitle = {the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)},

title = {A Multi-modal Network for Cardiomyopathy Death Risk Prediction with {CMR} Images and Clinical Information},

address = {Shenzhen, China},

year = {2019},

}

[Back to Publications]

@inproceedings{li_cvprw19b,

author = {Yuezun Li and Siwei Lyu},

booktitle = {Workshop on Media Forensics (in conjunction with CVPR)},

title = {Exposing DeepFake Videos By Detecting Face Warping Artifacts},

address = {Long Beach, CA, United States},

year = {2019},

}

[Back to Publications]

@inproceedings{albadway_cvprw19a,

author = {Ehab AlBadawy and Siwei Lyu and Hany Farid},

booktitle = {Workshop on Media Forensics (in conjunction with CVPR)},

title = {Detecting AI-Synthesized Speech Using Bispectral Analysis},

address = {Long Beach, CA, United States},

year = {2019},

}

[Back to Publications]

@inproceedings{xue_etal_ijcai19,

author = {Zhe Xue and Junping Du and Dawei Du and Wenqi Ren and Siwei Lyu},

booktitle = {International Joint Conference on Artificial Intelligence (IJCAI)},

title = {Deep Correlated Predictive Subspace Learning for Incomplete Multi-View Semi-Supervised Classification},

address = {Macau, China},

year = {2019},

}

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@inproceedings{li_ih19b,

author = {Yuezun Li and Siwei Lyu},

booktitle = {International Workshop on Information Hiding and Multimedia Security},

title = {De-identification Without Losing Faces},

address = {Paris, France},

year = {2019},

}

[Back to Publications]

@inproceedings{yang_icassp19a,

author = {Xin Yang and Yuezun Li and Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},

title = {Exposing Deep Fakes Using Inconsistent Head Poses},

address = {Bristol, United Kingdom},

year = {2019},

}

[Back to Publications]

@inproceedings{li_etal_cvpr19,

author = {Wenbo Li and Pengchuan Zhang and Lei Zhang and Qiuyuan Huang and Siwei Lyu and Jianfeng Gao},

booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {Object-driven Text-to-Image Synthesis via Adversarial Training},

address = {Long Beach, CA, United States},

year = {2019},

}

[Back to Publications]

@inproceedings{yang_etal_ih19a,

author = {Xin Yang and Yuezun Li and Honggang Qi and Siwei Lyu},

booktitle = {International Workshop on Information Hiding and Multimedia Security},

title = {Exposing {GAN}-synthesized Faces Using Landmark Locations},

address = {Paris, France},

year = {2019},

}

[Back to Publications]

@inproceedings{weng_icassp19b,

author = {Shuchen Weng and Wenbo Li and Yi Zhang and Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},

title = {Dual-stream CNN for Structured Time Series Classification},

address = {Bristol, United Kingdom},

year = {2019},

}

[Back to Publications]

@inproceedings{wu_etal_isbi19,

author = {Eric Wu and Bin Kong and Xin Wang and Junjie Bai and Yi Lu and Feng Gao and Shaoting Zhang and Kunlin Cao and Qi Song and Siwei Lyu and Youbing Yin},

booktitle = {IEEE International Symposium on Biomedical Imaging (ISBI)},

title = {Residual Attention based Network for Hand Bone Age Assessment},

address = {Venice, Italy},

year = {2019},

}

[Back to Publications]

@inproceedings{wen_etal_aaai19a,

author = {Longyin Wen and Dawei Du and Shengkun Li and Xiao Bian and Siwei Lyu},

booktitle = {33rd AAAI Conference on Artificial Intelligence (AAAI-19)},

title = {{Learning Non-Uniform Hypergraph for Multi-Object Tracking}},

address = {Honolulu, HI, United States},

year = {2019},

}

[Back to Publications]

@inproceedings{du_etal_aaai19b,

author = {Dan Liu and Dawei Du and Libo Zhang and Tiejian Luo and Yanjun Wu and Feiyue Huang and Siwei Lyu},

booktitle = {33rd AAAI Conference on Artificial Intelligence (AAAI-19)},

title = {{Scale Invariant Fully Convolutional Network: Detecting Hands Efficiently}},

address = {Honolulu, HI, United States},

year = {2019},

}

[Back to Publications]

@article{wang_pr18,

author = {Xin Wang and Ming-Ching Chang and Lan Wang and Siwei Lyu},

journal = {Pattern Recognition},

title = {Efficient Algorithms for Graph Regularized {PLSA} for Probabilistic Topic Modeling},

volume = {86},

number = {},

pages = {236-247},

year = {2018},

}

[Back to Publications]

@article{wu_etal_ijcv18,

author = {Baoyuan Wu and Bernard S. Ghanem and Wei Liu and Siwei Lyu},

journal = {International Journal of Computer Vision},

title = {Multi-label Learning with Missing Labels using Mixed Dependency Graphs},

volume = {126},

number = {8},

pages = {875 -- 896},

year = {2018},

}

[Back to Publications]

@article{wen_qi_lyu_tomm18,

author = {Longyin Wen and Honggang Qi and Siwei Lyu},

journal = {ACM Transactions on Multimedia Computing, Communications and Applications},

title = {Contrast Enhancement Estimation for Digital Image Forensics},

volume = {14},

number = {2},

pages = {49:1--49:21},

year = {2018},

}

[Back to Publications]

@article{zeng_etal_scis18,

author = {Hui Zeng and Jingjing Yu and Xiangui Kang and Siwei Lyu},

journal = {Science China Information Sciences},

title = {Countering {JPEG} anti-forensics based on noise level estimation},

volume = {61},

number = {},

pages = {032103},

year = {2018},

}

[Back to Publications]

@inproceedings{li_etal_accv18,

author = {Wenbo Li and Longyin Wen and Xiao Bian and Siwei Lyu},

booktitle = {Asian Conference on Computer Vision (ACCV)},

title = {Evolvement Constrained Adversarial Learning for Video Style Transfer},

address = {Perth, Australia},

year = {2018},

}

[Back to Publications]

@inproceedings{li_etal_avss18,

author = {Yuezun Li and Xiao Bian and Ming-Ching Chang and Siwei Lyu},

booktitle = {International Conference on Advanced Video and Signal-Based Surveillance (AVSS)},

title = {Pixel Offset Regression {(POR)} for Single-shot Instance Segmentation},

address = {Auckland, New Zealand},

year = {2018},

}

[Back to Publications]

@inproceedings{li_etal_wifs18,

author = {Yuezun Li and Ming-Ching Chang and Siwei Lyu},

booktitle = {IEEE Workshop on Information Forensics and Security (WIFS)},

title = {{In Ictu Oculi: Exposing AI Created Fake Videos by Detecting Eye Blinking}},

address = {Hong Kong},

year = {2018},

}

[Back to Publications]

@inproceedings{ke_eccv18,

author = {Lipeng Ke and Ming-Ching Chang and Honggang Qi and Siwei Lyu},

booktitle = {European Conference on Computer Vision (ECCV)},

title = {Multi-scale structure-aware Network for Human Pose Estimation},

address = {Munich, Germany},

year = {2018},

}

[Back to Publications]

@inproceedings{li_etal_bmvc18,

author = {Yuezun Li and Daniel Tian and Ming-Ching Chang and Xiao Bian and Siwei Lyu},

booktitle = {British Machine Vision Conference (BMVC)},

title = {Universal Adversarial Perturbation on Deep Proposal-based Models},

address = {Bristol, United Kingdom},

year = {2018},

}

[Back to Publications]

@inproceedings{li_iros18,

author = {Shuai Li and Siwei Lyu and Jeff Trinkle},

booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},

title = {Efficient State Estimation with Constrained {Rao-Blackwellized} Particle Filter},

address = {Madrid, Spain},

year = {2018},

}

[Back to Publications]

@inproceedings{lyu_ying_uai18,

author = {Siwei Lyu and Yiming Ying},

booktitle = {The International Conference on Uncertainty in Artificial Intelligence (UAI)},

title = {A Univariate Bound of Area Under {ROC}},

address = {Monterey, CA, United States},

year = {2018},

}

[Back to Publications]

@inproceedings{ying_etal_icml18,

author = {Yiming Ying and Micheal Natole and Siwei Lyu},

booktitle = {International Conference on Machine Learning (ICML)},

title = {Stochastic Proximal Algorithms for {AUC} Maximization},

address = {Stockholm, Sweden},

year = {2018},

}

[Back to Publications]

@inproceedings{ke_etal_icip18,

author = {Lipeng Ke and Ming-Ching Chang and Honggang Qi and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Multi-Scale Supervised Network for Human Pose Estimation},

address = {Athens, Greece},

year = {2018},

}

[Back to Publications]

@inproceedings{chang_et_aic18b,

author = {Ming-Ching Chang and Yi Wei and Nenghui Song and Siwei Lyu},

booktitle = {IEEE Workshop on AI City Challenge (in conjunction with CVPR)},

title = {Video Analytics in Smart Transportation for the {AIC'18} Challenge},

address = {Salt Lake City, UT, United States},

year = {2018},

}

[Back to Publications]

@inproceedings{zhang_etal_icpr18a,

author = {Cong Zhang and Dawei Du and Lipeng Ke and Honggang Qi and Siwei Lyu},

booktitle = {International Conference on Pattern Recognition (ICPR)},

title = {Global Contrast Enhancement Detection via Deep Multi-Path Network},

address = {Beijing, China},

year = {2018},

}

[Back to Publications]

@inproceedings{wei_etal_icpr18b,

author = {Yi Wei and Ming-Ching Chang and Yiming Ying and Ser Nam Lim and Siwei Lyu},

booktitle = {International Conference on Pattern Recognition (ICPR)},

title = {Explain Black-box Image Classifications Using Superpixel-based Interpretation},

address = {Beijing, China},

year = {2018},

}

[Back to Publications]

@inproceedings{naspade_etal_aic18a,

author = {Milind Naphade and {et.al.} and Siwei Lyu},

booktitle = {IEEE Workshop on AI City Challenge (in conjunction with CVPR)},

title = {The 2018 {NVnaspade_etal_aic18aIA AI City Challenge}},

address = {Salt Lake City, UT, United States},

year = {2018},

}

[Back to Publications]

@inproceedings{wu_etal_cvpr18,

author = {Baoyuan Wu and Bernard S. Ghanem and Wei Liu and Siwei Lyu},

booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {Tagging like Humans: Diverse and Distinct Image Annotation},

address = {Salt Lake City, UT, United States},

year = {2018},

}

[Back to Publications]

@article{do_etal_tip17,

author = {Dawei Du and Longyin Wen and Honggang Qi and Qingming Huang and Tian Qi and Siwei Lyu},

journal = {IEEE Transactions on Image Processing},

title = {Iterative graph seeking for object tracking},

volume = {27},

number = {4},

pages = {1809-1821},

year = {2017},

}

[Back to Publications]

@article{do_etal_tcyb17,

author = {Dawei Du and Honggang Qi and Longyin Wen and Qingming Huang and Tian Qi and Siwei Lyu},

journal = {IEEE Transactions on Cybernetics},

title = {Geometric Hypergraph Learning for Visual Tracking},

volume = {47},

number = {12},

pages = {4182-4195},

year = {2017},

}

[Back to Publications]

@inproceedings{lyu_etal_avss17,

author = {Siwei Lyu and et.al.},

booktitle = {International Conference on Advanced Video and Signal-Based Surveillance (AVSS)},

title = {{AVSS} 2017 Challenge on Advanced Traffic Monitoring},

address = {Lecce, Italy},

year = {2017},

}

[Back to Publications]

@inproceedings{naphade_etal_aicity17a,

author = {Milind Naphade and David C. Anastasiu and Anuj Sharma and Vamsi Jagrlamudi and Hyeron Jeon and Kaikai Liu and Ming-Ching Chang and Siwei Lyu and Zeyu Gao},

booktitle = {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)},

title = {The {NVnaphade_etal_aicity17aIA AI City Challenge}},

address = {San Jose, NJ, United States, United States},

year = {2017},

}

[Back to Publications]

@inproceedings{wei_etal_aicity17b,

author = {Ming-Ching Chang and Yi Wei and Nenghui Song and Lipeng Ke and Siwei Lyu},

booktitle = {2017 IEEE AI City Challenge},

title = {Traffic Analysis Based On Object Detection And Vehicle Tracking},

address = {San Jose, CA, United States},

year = {2017},

}

[Back to Publications]

@inproceedings{fan_etal_nips17,

author = {Yanbo Fan and Siwei Lyu and Yiming Ying and Baogang Hu},

booktitle = {Advances in Neural Information Processing Systems (NIPS)},

title = {Learning with Average Top-k Loss},

address = {Long Beach, CA, United States},

year = {2017},

}

[Back to Publications]

@inproceedings{vot17,

author = {(as participating team)},

booktitle = {ICCV Workshop on Visual Object Tracking Challenge},

title = {The Visual Object Tracking {VOT2017} challenge results},

address = {Venice, Italy},

year = {2017},

}

[Back to Publications]

@inproceedings{li_etal_iccv17,

author = {Wenbo Li and Longyin Wen and Ming-Ching Chang and Ser nam Lim and Siwei Lyu},

booktitle = {IEEE International Conference on Computer Vision (ICCV)},

title = {Adaptive {RNN} Tree for Large-Scale Human Action Recognition},

address = {Venice, Italy},

year = {2017},

}

[Back to Publications]

@inproceedings{li_etal_icip2017,

author = {Shengkun Li and Dawei Du and Longyin Wen and Ming-Ching Chang and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Hybrid Structure Hypergraph for Online Deformable Object Tracking},

address = {Beijing, China},

year = {2017},

}

[Back to Publications]

@inproceedings{pulver_lyu_ijcnn17,

author = {Andrew Pulver and Siwei Lyu},

booktitle = {International Joint Conference on Neural Networks (IJCNN)},

title = {{LSTM} with Working Memory},

address = {Anchorage, AK, United States},

year = {2017},

}

[Back to Publications]

@inproceedings{yang_etal_aaai17,

author = {Yang Yang and Longyin Wen and Siwei Lyu and Stan Z. Li},

booktitle = {31st AAAI Conference on Artificial Intelligence (AAAI-17)},

title = {Learning Multi-Level Descriptors for Person Re-Identification},

address = {San Francisco, CA, United States},

year = {2017},

}

[Back to Publications]

@article{wen_etal_ijcv16,

author = {Longyin Wen and Zhen Lei and Ming-Ching Chang and Honggang Qi and Siwei Lyu},

journal = {International Journal of Computer Vision},

title = {Multi-Camera Multi-Target Tracking with Space-Time-View Hyper-graph},

volume = {122},

number = {2},

pages = {313-333},

year = {2016},

}

[Back to Publications]

@article{do_etal_tip16,

author = {Dawei Du and Honggang Qi and Wenbo Li and Longyin Wen and Qingming Huang and Siwei Lyu},

journal = {IEEE Transactions on Image Processing},

title = {Online Deformable Object Tracking Based on Structure-Aware Hyper-graph},

volume = {25},

number = {8},

pages = {3572 - 3584},

year = {2016},

}

[Back to Publications]

@article{kong_etal_tcvg16,

author = {Yan Kong and Weiming Dong and Xing Mei and Chongyang Ma and Tong-Yee Lee and Siwei Lyu and Feiyue Huang and Xiaopeng Zhang},

journal = {IEEE Transactions on Visualization and Computer Graphics},

title = {Measuring and Predicting Visual Importance of Similar Objects},

volume = {22},

number = {12},

pages = {2564 - 2578},

year = {2016},

}

[Back to Publications]

@article{wen_etal_pami16,

author = {Longyin Wen and Zhen Lei and Siwei Lyu and Stan Z. Li and Ming-Hsuan Yang},

journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},

title = {Exploiting Hierarchical Dense Structures on Hypergraphs for Multi-Object Tracking},

volume = {38},

number = {10},

pages = {1983-1996},

year = {2016},

}

[Back to Publications]

@inproceedings{bossier_etal_aistats16,

author = {Martin Boissier and Yiming Ying and Siwei Lyu and Dingxuan Zhou},

booktitle = {The 19th International Conference on Artificial Intelligence and Statistics (AISTATS)},

title = {Fast Convergence of Online Pairwise Learning Algorithms},

address = {Cadiz, Spain},

year = {2016},

}

[Back to Publications]

@inproceedings{li_etal_humanoids16,

author = {Shuai Li and Siwei Lyu and Jeff Trinkle},

booktitle = {Work Shop on Tactile Sensing for Manipulation: New progress and Challenges (in conjucntion with IEEE RAS-Humanoids)},

title = {Contact Aware Robotics Manipulation},

address = {Cancun, Mexico},

year = {2016},

}

[Back to Publications]

@inproceedings{qi_etal_wifs16,

author = {Honggang Qi and Andrew Pulver and Siwei Lyu},

booktitle = {IEEE Workshop on Information Forensics and Security (WIFS)},

title = {Using {3D} Face Model for Forensic Analysis of Lighting Environment},

address = {Abu Dhabi, United Arab Emirates},

year = {2016},

}

[Back to Publications]

@inproceedings{ying_etal_nips16,

author = {Yiming Ying and Longyin Wen and Siwei Lyu},

booktitle = {Advances in Neural Information Processing Systems (NIPS)},

title = {Stochastic Online AUC Maximization},

address = {Barcelona, Spain},

year = {2016},

}

[Back to Publications]

@inproceedings{yang_etal_avss16,

author = {Yueming Yang and Ming-Ching Chang and Longyin Wen and Peter Tu and Honggang Qi and Siwei Lyu},

booktitle = {International Conference on Advanced Video and Signal-Based Surveillance (AVSS)},

title = {Efficient Large-scale Photometric Reconstruction Using Divide-Recon-Fuse {3D} Structure from Motion},

address = {Colorado Springs, CO, United States},

year = {2016},

}

[Back to Publications]

@inproceedings{wu_etal_aaai16,

author = {Baoyuan Wu and Siwei Lyu and Bernard S. Ghanem},

booktitle = {30th AAAI Conference on Artificial Intelligence (AAAI-16)},

title = {Multi-label Learning to Missing Labels and Class Imbalance},

address = {Phoenix, AZ, United States},

year = {2016},

}

[Back to Publications]

@inproceedings{wang_etal_aaai16,

author = {Xin Wang and Yiming Ying and Ming-Ching Chang and Siwei Lyu},

booktitle = {30th AAAI Conference on Artificial Intelligence (AAAI-16)},

title = {Co-regularized {PLSA} For Multi-Modal Learning},

address = {Phoenix, AZ, United States},

year = {2016},

}

[Back to Publications]

@article{wu_etal_pr15,

author = {Baoyuan Wu and Siwei Lyu and Baogang Hu and Qiang Ji},

journal = {Pattern Recognition},

title = {Multi-label Learning with Missing Labels for Image Annotation and Facial Action Unit Recognition},

volume = {48},

number = {7},

pages = {2279-2289},

year = {2015},

}

[Back to Publications]

@inproceedings{bossier_etal_opt15,

author = {Martin Boissier and Yiming Ying and Siwei Lyu and Dingxuan Zhou},

booktitle = {NIPS Workshop on Optimization for Machine Learning},

title = {Fast Convergence of Online Pairwise Learning Algorithms},

address = {Montreal, QC, Canada},

year = {2015},

}

[Back to Publications]

@inproceedings{votitr15,

author = {(as participating team)},

booktitle = {ICCV Workshop on Visual Object Tracking Challenge},

title = {The Visual Object Tracking {VOTITR2015} challenge results},

address = {Santiago, Chile},

year = {2015},

}

[Back to Publications]

@inproceedings{vot15,

author = {(as participating team)},

booktitle = {ICCV Workshop on Visual Object Tracking Challenge},

title = {The Visual Object Tracking {VOT2015} challenge results},

address = {Santiago, Chile},

year = {2015},

}

[Back to Publications]

@inproceedings{li_etal_iccv15a,

author = {Wenbo Li and Longyin Wen and Mooi Choo Chua and Siwei Lyu},

booktitle = {IEEE International Conference on Computer Vision (ICCV)},

title = {Category-blind Human Action Recognition: A Practical Recognition System},

address = {Santiago, Chile},

year = {2015},

}

[Back to Publications]

@inproceedings{wu_etal_iccv15b,

author = {Baoyuan Wu and Siwei Lyu and Bernard S. Ghanem},

booktitle = {IEEE International Conference on Computer Vision (ICCV)},

title = {{ML-MG}: Multi-label Learning with Missing Labels Using a Mixed Graph},

address = {Santiago, Chile},

year = {2015},

}

[Back to Publications]

@inproceedings{mei_etal_iccv15c,

author = {Xing Mei and Honggang Qi and Baogang Hu and Siwei Lyu},

booktitle = {IEEE International Conference on Computer Vision (ICCV)},

title = {Improving Image Restoration with Soft-Rounding},

address = {Santiago, Chile},

year = {2015},

}

[Back to Publications]

@inproceedings{chang_bmvc15,

author = {Ming-Ching Chang and Honggang Qi and Xin Wang and Hong Cheng and Siwei Lyu},

booktitle = {British Machine Vision Conference (BMVC)},

title = {Fast Online Upper Body Pose Estimation from Video},

address = {Swansea, United Kingdom},

year = {2015},

}

[Back to Publications]

@inproceedings{li_etal_iros14,

author = {Shuai Li and Siwei Lyu and Jeff Trinkle and Wolfart Burgard},

booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},

title = {An Evaluation of Particle Filters for Contact-SLAM Problems},

address = {Hamburg, Germany},

year = {2015},

}

[Back to Publications]

@inproceedings{yang_chang_lyu_icip15,

author = {Yueming Yang and Ming-Ching Chang and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Seeing As It Happens: Real Time 3D Video Event Visualization},

address = {Quebec, Canada},

year = {2015},

}

[Back to Publications]

@inproceedings{pulver_chang_lyu_asia15,

author = {Andrew Pulver and Ming-Ching Chang and Siwei Lyu},

booktitle = {Annual Symposium on Information Assurance (ASIA)},

title = {Shot Segmentation and Grouping for PTZ Camera Videos},

address = {Albany, NY, United States},

year = {2015},

}

[Back to Publications]

@inproceedings{mei_etal_cvpr15,

author = {Xing Mei and Weiming Dong and Baogang Hu and Siwei Lyu},

booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {{UniHIST}: A Unified Framework for Image Restoration With Histogram},

address = {Boston, MA, United States},

year = {2015},

}

[Back to Publications]

@inproceedings{li_lyu_trinkle_icra15,

author = {Shuai Li and Siwei Lyu and Jeff Trinkle},

booktitle = {IEEE Conference on Robotics and Automation (ICRA)},

title = {State Estimation for Dynamic Systems with Intermittent Contact},

address = {Seattle, WA, United States},

year = {2015},

}

[Back to Publications]

@inproceedings{kim_etal_fg15,

author = {Yelin Kim and Jixu Chen and Ming-Ching Chang and Xin Wang and Emily M. Provost and Siwei Lyu},

booktitle = {IEEE International Conference on Automatic Face and Gesture Recognition (FG)},

title = {Joint Event Localization and Classification of Human Action Videos with Event Transitions},

address = {Ljubljana, Slovenia},

year = {2015},

}

[Back to Publications]

@inproceedings{danko_lyu_spie15,

author = {Amanda Danko and Siwei Lyu},

booktitle = {SPIE Symposium on Electronic Imaging},

title = {Fused Methods for Visual Saliency Estimation},

address = {San Jose, CA, United States},

year = {2015},

}

[Back to Publications]

@inproceedings{danko_lyu_icce15,

author = {Amanda Danko and Siwei Lyu},

booktitle = {IEEE Conference on Consumer Electronics (ICCE)},

title = {Better Together: Fusing Visual Saliency Methods for Retrieving Perceptually Similar Images},

address = {Las Vegas, NV, United States},

year = {2015},

}

[Back to Publications]

@article{lyu_pan_zhang_ijcv14,

author = {Siwei Lyu and Xunyu Pan and Xing Zhang},

journal = {International Journal of Computer Vision},

title = {Exposing Region Splicing Forgeries with Blind Local Noise Estimation},

volume = {110},

number = {2},

pages = {202-221},

year = {2014},

}

[Back to Publications]

@inproceedings{li_workshop_rss14,

author = {Shuai Li and Siwei Lyu and Jeff Trinkle and Wolfart Burgard},

booktitle = {RSS Workshop on Information-based Grasp and Manipulation Planning},

title = {An Evaluation of Particle Filters for Contact-{SLAM} Problems},

address = {Berkeley, CA, United States},

year = {2014},

}

[Back to Publications]

@inproceedings{mei_hu_lyu_icip14,

author = {Xing Mei and Baogang Hu and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Non-blind Image Restoration with Symmetric Generalized {Pareto} Priors},

address = {Paris, France},

year = {2014},

}

[Back to Publications]

@inproceedings{zhang_lyu_icip14b,

author = {Xing Zhang and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Estimating Covariance Matrix Of Correlated Image Noise},

address = {Paris, France},

year = {2014},

}

[Back to Publications]

@inproceedings{zhang_lyu_icann14,

author = {Xing Zhang and Siwei Lyu},

booktitle = {International Conference on Artificial Neural Networks (ICANN)},

title = {Variational {EM} Learning of Deep Stack {Boltzmann} Networks with Deep Boltzmann Machines},

address = {Hamburg, Germany},

year = {2014},

}

[Back to Publications]

@inproceedings{zhang_lyu_icip14a,

author = {Xing Zhang and Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Blind Estimation Of Pixel Brightness Transform},

address = {Paris, France},

year = {2014},

}

[Back to Publications]

@inproceedings{zhang_lyu_cvpr14,

author = {Xing Zhang and Siwei Lyu},

booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {Using Projection Kurtosis Concentration Of Natural Images For Blind Noise Covariance Matrix Estimation},

address = {Columbus, OH, United States},

year = {2014},

}

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@inproceedings{lifshin_mandm14b,

author = {Eric Lifshin and Siwei Lyu and Yudal P. Kandel and Richard L. Moore},

booktitle = {Microscopy \& Microanalysis},

title = {The Use of Regularized Least Squares Minimization for the Deconvolution of {SEM} Images},

address = {Hartford, CT, United States},

year = {2014},

}

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@inproceedings{lifshin_mandm14a,

author = {Eric Lifshin and Yudal P. Kandel and Richard L. Moore and Siwei Lyu},

booktitle = {Microscopy \& Microanalysis},

title = {Improved {SEM} Image Resolution Through the Use of Image Restoration Techniques},

address = {Hartford, CT, United States},

year = {2014},

}

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@inproceedings{sun_icls14,

author = {Weiyi Sun and Jianwei Zhang and Hui Jin and Siwei Lyu},

booktitle = {International Conference of the Learning Sciences (ICLS)},

title = {Analyzing Online Knowledge Building Discourse Using Probabilistic Topic Models},

address = {Boulder, CO, United States},

year = {2014},

}

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@inproceedings{sun_nipsdde13,

author = {Weiyi Sun and Jianwei Zhang and Hui Jin and Siwei Lyu},

booktitle = {NIPS Workshop on Data Driven Education},

title = {Probabilistic Topic Analysis of Online Knowledge Building Discourse},

address = {South Lake Tahoe, CA, United States},

year = {2013},

}

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@inproceedings{wu_lyu_hu_ji_iccv13,

author = {Baoyuan Wu and Siwei Lyu and Baogang Hu and Qiang Ji},

booktitle = {IEEE International Conference on Computer Vision (ICCV)},

title = {Simultaneous Clustering and Tracklet Linking for Multi-Face Tracking in Videos},

address = {Sydney, Australia},

year = {2013},

}

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@inproceedings{lyu_chinasip13b,

author = {Siwei Lyu},

booktitle = {IEEE International Conference and China Forum on Signal and Information Processing (ChinaSIP)},

title = {An Upper-Bound On Second-Order Dependency},

address = {Beijing, China},

year = {2013},

}

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@inproceedings{lyu_chinasip13a,

author = {Siwei Lyu},

booktitle = {IEEE International Conference and China Forum on Signal and Information Processing (ChinaSIP)},

title = {{Bayesian} Supervised Learning With Non-{Gaussian} Latent Variables},

address = {Beijing, China},

year = {2013},

}

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@inproceedings{wang_lyu_ji_ijcai13,

author = {Zuoguan Wang and Siwei Lyu and Qiang Ji},

booktitle = {International Joint Conference on Artificial Intelligence (IJCAI)},

title = {Deep Feature Learning using Target Priors with Applications in {ECoG} Signal Decoding for {BCI}},

address = {Beijing, China},

year = {2013},

}

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@inproceedings{zhang_lyu_trinkle_icra13,

author = {Li Zhang and Siwei Lyu and Jeff Trinkle},

booktitle = {IEEE Conference on Robotics and Automation (ICRA)},

title = {A Dynamic {Bayesian} Approach to Simultaneous Estimation and Filtering in Grasp Acquisition},

address = {Karlsruhe, Germany},

year = {2013},

}

[Back to Publications]

@inproceedings{lyu_wang_nips13,

author = {Siwei Lyu and Xin Wang},

booktitle = {Advances in Neural Information Processing Systems (NIPS)},

title = {On Algorithms of Sparse Multi-factor Nonnegative Matrix Factorization},

address = {South Lake Tahoe, CA, United States},

year = {2013},

}

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@inproceedings{lyu_bookchap12,

author = {Siwei Lyu},

booktitle = {Digital Image Forensics: There is More to a Picture than Meets the Eye},

title = {Natural Image Statistics for Digital Image Forensics},

address = {},

year = {2012},

}

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@inproceedings{chen_lyu_liu_accv12,

author = {Jixu Chen and Xiaoming Liu and Siwei Lyu},

booktitle = {Asian Conference on Computer Vision (ACCV)},

title = {Boosting with Side Information},

address = {Daegu, South Korea},

year = {2012},

}

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@inproceedings{wang_etal_nips12,

author = {Zuoguan Wang and Siwei Lyu and G. Schalk and K. Miller and Qiang Ji},

booktitle = {Advances in Neural Information Processing Systems (NIPS)},

title = {Learning with Target Priors},

address = {South Lake Tahoe, CA, United States},

year = {2012},

}

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@inproceedings{pan_zhang_lyu_icassp12,

author = {Xunyu Pan and Xing Zhang and Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},

title = {Detecting Splicing In Digital Audios Using Local Noise Level Estimation},

address = {Kyoto, Japan},

year = {2012},

}

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@inproceedings{pan_zhang_lyu_iccp12,

author = {Xunyu Pan and Xing Zhang and Siwei Lyu},

booktitle = {IEEE International Conference on Computational Photography},

title = {Exposing Image Splicing with Inconsistent Local Noise Variances},

address = {Seattle, WA, United States},

year = {2012},

}

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@inproceedings{pan_zhang_lyu_spie12,

author = {Xunyu Pan and Xing Zhang and Siwei Lyu},

booktitle = {SPIE Symposium on Medical Imaging},

title = {Blind Local Noise Estimation for Medical Images Reconstructed from Rapid Acquisition},

address = {San Diego, CA, United States},

year = {2012},

}

[Back to Publications]

@article{lyu_nc11,

author = {Siwei Lyu},

journal = {Neural Computation},

title = {Divisive Normalization as an Efficient Coding Transform: Justification and Effectiveness},

volume = {23},

number = {11},

pages = {2942-2973},

year = {2011},

}

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@inproceedings{pan_zhang_lyu_mmsec11,

author = {Xunyu Pan and Xing Zhang and Siwei Lyu},

booktitle = {ACM Workshop on Multimedia and Security (MM\&Sec)},

title = {Exposing Image Forgery with Blind Noise Estimation},

address = {Niagara Falls, NY, United States},

year = {2011},

}

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@inproceedings{lyu_nips11,

author = {Siwei Lyu},

booktitle = {Advances in Neural Information Processing Systems (NIPS)},

title = {Unifying Non-Maximum Likelihood Learning Objectives with Minimum {KL} Contraction},

address = {Granada, Spain},

year = {2011},

}

[Back to Publications]

@article{pan_lyu_tifs10,

author = {Xunyu Pan and Siwei Lyu},

journal = {IEEE Transactions on Information Forensics and Security},

title = {Region Duplication Detection Using Image Feature Matching},

volume = {5},

number = {4},

pages = {857-867},

year = {2010},

}

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@inproceedings{lyu_mmsec10,

author = {Siwei Lyu},

booktitle = {ACM Workshop on Multimedia and Security (MM\&Sec)},

title = {Estimating Vignetting Function from a Single Image for Image Authentication},

address = {Rome, Italy},

year = {2010},

}

[Back to Publications]

@inproceedings{lyu_nips10,

author = {Siwei Lyu},

booktitle = {Advances in Neural Information Processing Systems (NIPS)},

title = {Divisive Normalization: Justification and Effectiveness as Efficient Coding Transform},

address = {Vancouver, Canada},

year = {2010},

}

[Back to Publications]

@inproceedings{lyu_icip10,

author = {Siwei Lyu},

booktitle = {IEEE Conference on Image Processing (ICIP)},

title = {Single Image Vignetting Correction with Natural Image Statistics in Derivative Domains},

address = {Hong Kong},

year = {2010},

}

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@inproceedings{pan_lyu_icassp10b,

author = {Xunyu Pan and Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},

title = {Detecting Image Region Duplication using {SIFT} Features},

address = {Dallas, United States, United States},

year = {2010},

}

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@inproceedings{lyu_icassp10a,

author = {Siwei Lyu},

booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},

title = {Nonnegative Matrix Factorization with Matrix Exponentiation},

address = {Dallas, United States, United States},

year = {2010},

}

[Back to Publications]

@article{lyu_simoncelli_nc09,

author = {Siwei Lyu and Eero P. Simoncelli},

journal = {Neural Computation},

title = {Nonlinear extraction of 'Independent Components' of natural images using radial {Gaussianization}},

volume = {18},

number = {6},

pages = {1-35},

year = {2009},

}

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@article{lyu_simoncelli_pami09,

author = {Siwei Lyu and Eero P. Simoncelli},

journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},

title = {Modeling multiscale subbands of photographic images with fields of {Gaussian} scale mixtures},

volume = {31},

number = {4},

pages = {693-706},

year = {2009},

}

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@inproceedings{lyu_uai09,

author = {Siwei Lyu},

booktitle = {The International Conference on Uncertainty in Artificial Intelligence (UAI)},

title = {Interpretation and Generalization of Score Matching},

address = {Montreal, QC, Canada},

year = {2009},

}

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@inproceedings{lyu_cvpr09,

author = {Siwei Lyu},

booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {An Implicit {Markov} Random Field Model for Natural Images in Multi-scale Oriented Representations},

address = {Miami Beach, FL, United States},

year = {2009},

}

[Back to Publications]

@inproceedings{lyu_simoncelli_nips08,

author = {Siwei Lyu and Eero P. Simoncelli},

booktitle = {Advances in Neural Information Processing Systems (NIPS)},

title = {Reducing statistical dependencies in natural signals using radial {Gaussianization}},

address = {Vancouver, Canada},

year = {2008},

}

[Back to Publications]

@inproceedings{lyu_simoncelli_cvpr08,

author = {Siwei Lyu and Eero P. Simoncelli},

booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {Nonlinear image representation using divisive normalization},

address = {Anchorage, AK, United States},

year = {2008},

}

[Back to Publications]

@inproceedings{lyu_simoncelli_spie07,

author = {Siwei Lyu and Eero P. Simoncelli},

booktitle = {IS\&T/SPIE 19th Annual Symposium of Electronic Imaging},

title = {Statistically and Perceptually Motivated Nonlinear Image Representation},

address = {San Jose, CA, United States},

year = {2007},

}

[Back to Publications]

@article{lyu_farid_tifs06,

author = {Siwei Lyu and Hany Farid},

journal = {IEEE Transactions on Information Forensics and Security},

title = {Steganalysis Using Higher-Order Image Statistics},

volume = {1},

number = {1},

pages = {111-119},

year = {2006},

}

[Back to Publications]

@article{rockmore_lyu_farid_ifar06,

author = {Dan Rockmore and Siwei Lyu and Hany Farid},

journal = {International Foundation for Art Research (IFAR) Journal},

title = {A Digital Technique for Authentication in the Arts},

volume = {8},

number = {2},

pages = {21-29},

year = {2006},

}

[Back to Publications]

@inproceedings{lyu_simoncelli_nips06,

author = {Siwei Lyu and Eero P. Simoncelli},

booktitle = {Advances in Neural Information Processing Systems (NIPS)},

title = {Statistical Modeling of Images with Fields of {Gaussian} Scale Mixtures},

address = {Vancouver, Canada},

year = {2006},

}

[Back to Publications]

@article{lyu_farid_sp05,

author = {Siwei Lyu and Hany Farid},

journal = {IEEE Transactions on Signal Processing},

title = {How Realistic is Photorealistic?},

volume = {53},

number = {2},

pages = {845-850},

year = {2005},

}

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@inproceedings{johnson_lyu_farid_spie05,

author = {Micah Kimo Johnson and Siwei Lyu and Hany Farid},

booktitle = {SPIE Symposium on Electronic Imaging},

title = {Steganalysis of Recorded Speech},

address = {San Jose, CA, United States},

year = {2005},

}

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@inproceedings{lyu_cvpr05a,

author = {Siwei Lyu},

booktitle = {IEEE International Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {Mercer Kernels for Object Recognition with Local Features},

address = {San Diego, CA, United States},

year = {2005},

}

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@inproceedings{lyu_cvpr05b,

author = {Siwei Lyu},

booktitle = {IEEE International Conference on Computer Vision and Pattern Recognition (CVPR)},

title = {Infomax Boosting},

address = {San Diego, CA, United States},

year = {2005},

}

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@inproceedings{lyu_ecml05,

author = {Siwei Lyu},

booktitle = {European Conference on Machine Learning (ECML)},

title = {Kernels for Unordered Sets: the {Gaussian} Mixture Approach},

address = {Porto, Portugal},

year = {2005},

}

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@inproceedings{lyu_mm05,

author = {Siwei Lyu},

booktitle = {ACM Multimedia},

title = {Automatic Image Orientation Determination with Natural Image Statistics},

address = {Singapore},

year = {2005},

}

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@inproceedings{lyu_rockmore_farid_artmath05,

author = {Siwei Lyu and Dan Rockmore and Hany Farid},

booktitle = {Art+Math=X},

title = {Wavelet Analysis for Art Authentication},

address = {Boulder, CO, United States},

year = {2005},

}

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@article{lyu_rockmore_farid_pnas04,

author = {Siwei Lyu and Dan Rockmore and Hany Farid},

journal = {Proceedings of the National Academy of Sciences},

title = {A Digital Technique for Art Authentication},

volume = {101},

number = {49},

pages = {17006-17010},

year = {2004},

}

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@inproceedings{lyu_farid_spie04,

author = {Siwei Lyu and Hany Farid},

booktitle = {SPIE Symposium on Electronic Imaging},

title = {Steganalysis Using Color Wavelet Statistics and One-Class Support Vector Machines},

address = {San Jose, CA, United States},

year = {2004},

}

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@inproceedings{farid_lyu_sacv03,

author = {Hany Farid and Siwei Lyu},

booktitle = {CVPR Workshop on Statistical Analysis in Computer Vision},

title = {Higher-Order Wavelet Statistics and their Application to Digital Forensics},

address = {Madison, Wisconsin, United States},

year = {2003},

}

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@inproceedings{lyu_farid_ih02,

author = {Siwei Lyu and Hany Farid},

booktitle = {International Workshop on Information Hiding},

title = {Detecting Hidden Messages Using Higher-Order Statistics and Support Vector Machines},

address = {Noordwijkerhout, Netherlands},

year = {2002},

}