siwei lyu image

Siwei Lyu, Ph.D., FIEEE, FIAPR [Google Scholar] [DBLP]

SUNY Distinguished Professor, Empire Innovation Professor
Director, Institute for AI and Data Science (IAD)
Director, UB Media Forensic Lab (UB MDFL)
University at Buffalo, State University of New York
Phone: (716) 437-1587
Email: siweilyu AT buffalo DOT edu
Office: 313 Davis Hall, Buffalo, NY14260

Publications by Years (total: 269, journal: 69, conference: 200, Google Scholar Citations: 0, h-index: 0, i10-index:0):

| 2026 (6) | 2025 (25) | 2024 (23) | 2023 (21) | 2022 (25) | 2021 (24) | 2020 (17) | 2019 (19) | 2018 (18) | 2017 (11) | 2016 (11) | 2015 (16) | 2014 (10) | 2013 (7) | 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 (96) | CV: Computer Vision (105) | ML: Machine Learning (60) | RB: Robotics (8) | RB: Medical Imaging (7) |

2026 [top]

  1. [TETCI26] Zhou, W. and others. Exploring the Potential of Class-Specific Encoding for Few-Shot Object Detection. IEEE Transactions on Emerging Topics in Computational Intelligence, ():, 2026. [Bibtex] Areas: CV, Keywords: Object Recognition/Detection.

  2. [MIR26] Hu, Shu, Lin, Li, Desai, Shail, Pawar, Aditya Sanjay, Lin, Guangyu, Wang, Xin, Schiff, Daniel Stuart, Mohanty, Sachi, Ofman, Ryan, Bejtic, Narcis, Gillham, Jon, Zhang, Wenbin, Wu, Baoyuan, Canton, Cristian, Liu, Xiaoming, Verdoliva, Luisa, Lyu, Siwei, Tang, Yongwei, Wu, Zhiqiang, Wen, Seow Jia, Alaverdyan, Zara, Baron, Anne-Flore, Bozonnet, Simon, Bruveris, Martins, Gietema, Jochem, Innocenti, Lucia, Ivanova, Lisa, Koch, Olivier, Ni, Yuhao, Pajot, Arthur, Sabathe, Romain, Gu, Fengming, Long, Xingming, Zhang, Jie, Ge, Wenqing, Cao, Xiangkui, Min, Yuecong, Liu, Yingjie, Guo, Zonghui, Shan, Shiguang, Park, Jinhee, Kim, Minjun, Park, Ahyeon, Kim, Guisik, Kim, Taewoo, Yoo, YoungJoon, Kwon, Junseok, Li, Zhaoda, Tang, Mengyun, Huang, Leyang, Dura, Bogdan, Balmus, Sebastian, Su, Fang-Yi, Lee, Tsung-Hua and Kao, Ting-Wan. The Competition of Fairness in AI-generated Face Detection: Methods and Results. Machine Intelligence Research, ():, 2026. [Bibtex] Areas: DF, Keywords: fariness, face forgery, DeepFake.

  3. [ASPIPA26] Chengzhe Sun, Tianle Yang and Siwei Lyu. A Survey of AI-generated Voices and Their Detection. APSIPA Transactions on Signal and Information Processing, ():, 2026. [Bibtex] Areas: DF, Keywords: DeepFake audio, survey.

  4. [CSL26] (as participating team). ASVspoof 5: Design, collection and validation of resources for spoofing, deepfake, and adversarial attack detection using crowdsourced speech. Computer Speech \& Language, 95():101825, 2026. [Bibtex] Areas: DF, Keywords: DeepFake dataset, DeepFake audio.

  5. [ICLR26] Zhu, Zihao, Wu, Xinyu, Hu, Gehan, Lyu, Siwei, Xu, Ke and Wu, Baoyuan. AdvChain: Adversarial Chain-of-Thought Tuning for Robust Safety Alignment of Large Reasoning Models. In Proceedings of the International Conference on Learning Representations (ICLR), Rio de Janeiro, Brazil, 2026. [Bibtex] Areas: , Keywords: machine learning, AI Safety.

  6. [AAAI26] Zhou, Zhenyu, Chen, Defang, Wang, Can, Chen, Chun and Lyu, Siwei. DICE: Distilling Classifier-Free Guidance into Text Embeddings. In Proceedings of the AAAI Conference on Artificial Intelligence, Singapore, 2026. [Bibtex] Areas: ML, Keywords: Diffusion Models.

2025 [top]

  1. [FSI25] Tianle Yang, Chengzhe Sun, Siwei Lyu and Phil Rose. Forensic deepfake audio detection using segmental speech features. Forensic Science International, ():112768, 2025. [Bibtex] [Web] Areas: , Keywords: DeepFake, Deepfake audio detection.

  2. [ACTA25] Dawn Sarnos and Siwei Lyu. Framing digital inauthenticity: Comparing user detection of AI-generated faces to messaged-based scam methods. Acta Psychologica, ():, 2025. [Bibtex] Areas: DF, Keywords: DeepFake image.

  3. [JSTAT25] Chen, Defang, Zhou, Zhenyu, Wang, Can and Lyu, Siwei. Geometric Regularity in Deterministic Sampling Dynamics of Diffusion-based Generative Models. Journal of Statistical Mechanics: Theory and Experiment (JSTAT), (to appear)():, 2025. [Bibtex] [Paper] Areas: ML, Keywords: Diffusion Models.

  4. [FRONTIER25] Yang, Shanmin, Guo, Hui, Hu, Shu, Zhu, Bin, Fu, Ying, Lyu, Siwei, Wu, Xi and Wang, Xin. CrossDF: Improving Cross-Domain Deepfake Detection with Deep Information Decomposition. Frontiers in Big Data, ():, 2025. [Bibtex] Areas: DF, Keywords: deepfake detection, DeepFake image.

  5. [NN2025] Hu, Jing, Luo, Ziwei, Feng, Chengming, Hu, Shu, Zhu, Bin, Wu, Xi, Li, Xin, Zhu, Hongtu, Lyu, Siwei and Wang, Xin. RL-I2IT: Image-to-Image Translation with Deep Reinforcement Learning. Neural Networks, ():, 2025. [Bibtex] Areas: ML, Keywords: .

  6. [IJCV25] Wu, Baoyuan, Zhu, Zihao, Liu, Li, Liu, Qingshan, He, Zhaofeng and Lyu, Siwei. Attacks in Adversarial Machine Learning: A Systematic Survey from the Lifecycle Perspective. International Journal of Computer Vision, ():, 2025. [Bibtex] Areas: ML, Keywords: Adversarial Perturbation, survey.

  7. [TCSVT25] Shan Lu, Siming Xu, Baosheng Yu, Mian Zou, Kede Ma and Siwei Lyu. Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach. IEEE Transactions on Circuits and Systems for Video Technology, ():, 2025. [Bibtex] Areas: DF, Keywords: deepfake detection.

  8. [TOMM25] Xin Wang, Pradeep Atray, Shu Hu, Siwei Lyu and Ming-Ching Chang. Spotting the Fakes: A Deep Dive into GAN-Generated Face Detection. ACM Transactions on Multimedia Computing, Communications and ApplicationsTransactions on Multimedia Computing Communications and Applications, ():, 2025. [Bibtex] Areas: DF, Keywords: DeepFake image.

  9. [TMLR25] Zheyuan Zhan, Defang Chen, Jian-Ping Mei, Zhenghe Zhao, Jiawei Chen, Chun Chen, Siwei Lyu and Can Wang. Conditional Image Synthesis with Diffusion Models: A Survey. Transactions on Machine Learning Research, ():, 2025. [Bibtex] Areas: ML, Keywords: DeepFake image.

  10. [TOMM25] Bing Fan, Feng Ding, Guopu Zhu, Sam Kwong, Jiwu Huang, Siwei Lyu and Pradeep Atray. Generating Higher-Quality Anti-Forensics DeepFakes with Adversarial Sharpening Mask. ACM Transactions on Multimedia Computing, Communications and Applications, ():, 2025. [Bibtex] Areas: DF, Keywords: anti-forensics.

  11. [TIFS25] Mian Zou, Baosheng Yu, Yibing Zhan, Siwei Lyu and Kede Ma. Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method. IEEE Transactions on Information Forensics and Security (TIFS), ():, 2025. [Bibtex] Areas: DF, Keywords: face forgery, deepfake detection.

  12. [TIFS25] Ye Yao, Tingfeng Han, Shan Jia and Siwei Lyu. Dense Feature Interaction Network for Image Inpainting Localization. IEEE Transactions on Information Forensics and Security (TIFS), ():, 2025. [Bibtex] Areas: DF, Keywords: Image Restoration/Enhancement.

  13. [FORLM25] Zhu, Zihao, Zhang, Hongbao, Wang, Ruotong, Xu, Ke, Lyu, Siwei and Wu, Baoyuan. To Think or Not to Think: Exploring the Unthinking Vulnerability in Large Reasoning Models. In Foundations of Reasoning in Language Models (FoRLM), NeurIPS 2025 Workshop, , 2025. [Bibtex] Areas: ML, Keywords: LLM Safety.

  14. [NEURIPS25] Chen, Yize, Yan, Zhiyuan, Cheng, Guangliang, Zhao, Kangran, Lyu, Siwei and Wu, Baoyuan. $\mathcalX^2$-DFD: A Framework for Explainable and Extendable Deepfake Detection. In Proceedings of the 39th Conference on Neural Information Processing Systems (NeurIPS 2025), Poster, San Diego, USA and Mexico City, Mexico, 2025. [Bibtex] Areas: DF, Keywords: deepfake detection, DeepFake image.

  15. [AVSS25] Jialing Cai, Chengzhe Sun, Soumyya Kanti Datta and Siwei Lyu. A Landscape Survey of Tools and Real-World Cases of AI-Generated Media. In Proceedings of the IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS), Tainan, Taiwan, 2025. [Bibtex] Areas: DF, Keywords: DeepFake.

  16. [3DS25] Si, Zhaofeng and Lyu, Siwei. Tamper-evident Image using JPEG Fixed Points. In Proceedings of the 2025 Deepfake, Deception, and Disinformation Security Workshop (3D-Sec '25), , 2025. [Bibtex] Areas: DF, Keywords: image authentication.

  17. [ICCV25B] Naresh Devulapally, Mingzhen Huang, Vishal Asnani, Shruti Agarwal, Siwei Lyu and Vishnu Suresh Lokhande. Your Text Encoder Can Be An Object-Level Watermarking Controller. In Proceedings of the IEEE/CVF International Conference on Computer Vision, , 2025. [Bibtex] Areas: DF, Keywords: watermarking.

  18. [ICCVW25A] Datta, Soumyya Kanti, Ranga, Tanvi, Sun, Chengzhe and Lyu, Siwei. PIA: Deepfake Detection Using Phoneme-Temporal and Identity-Dynamic Analysis. In Proceedings of the APAI Workshop at ICCV, , 2025. [Bibtex] Areas: DF, Keywords: deepfake detection.

  19. [ICCVW25B] Ju, Yan, Xue, Hongfei and Lyu, Siwei. FreqPure: a High-frequency Preservation Diffusion-based Purification Method for Protective Perturbation Removal. In Proceedings of the APAI Workshop at ICCV, , 2025. [Bibtex] Areas: DF, Keywords: anti-forensics.

  20. [ICCVW25C] Cai, Yu, Tian, Jiahe, Fu, Xiaomeng, Dai, Jiao, Han, Jizhong and Lyu, Siwei. Adaptive Test-Time Semantic Debiasing for AI-Generated Image Detection. In Proceedings of the APAI Workshop at ICCV, , 2025. [Bibtex] Areas: DF, Keywords: deepfake detection.

  21. [ICCVW25D] Cai, Yu, Jia, Shan, Tian, Jiahe, Dai, Jiao, Han, Jizhong and Lyu, Siwei. CatAICCVW25D: Category-Guided AI-Generated Image Detection via Vision-Language Model Adaptation. In Proceedings of the APAI Workshop at ICCV, , 2025. [Bibtex] Areas: DF, Keywords: deepfake detection.

  22. [ICCV25A] Sun, Wujie, Chen, Defang, Lyu, Siwei, Chen, Genlang, Chen, Chun and Wang, Can. Knowledge distillation with refined logits. In Proceedings of the IEEE/CVF International Conference on Computer Vision, , 2025. [Bibtex] Areas: ML, Keywords: model distillation.

  23. [GLOW25] Si, Zhaofeng, Hu, Shu, Ji, Kaiyi and Lyu, Siwei. Meta-Learning with Heterogeneous Tasks. In International Workshop on Generalizing from Limited Resources in the Open World Workshop (GLOW) at International Joint Conference on Artificial Intelligence (IJCAI) 2025, Montreal, Canada, 2025. [Bibtex] Areas: ML, Keywords: meta-learning.

  24. [IHMMSEC25] Cai, Yu, Chen, Peng, Tian, Jiahe, Liu, Jin, Dai, Jiao, Wang, Xi, Chai, Yesheng, Jia, Shan, Lyu, Siwei and Han, Jizhong. Modality-Agnostic Deepfakes Detection. In Proceedings of the ACM Workshop on Information Hiding and Multimedia Security (IH\&MMSec), San Jose, CA, United States, 2025. [Bibtex] Areas: DF, Keywords: DeepFake image.

  25. [CVPR25] Mingzhen Huang, FU-JEN CHU, Bugra Tekin, Kevin J Liang, Haoyu Ma, Weiyao Wang, Xingyu Chen, Pierre Gleize, Hongfei Xue, Siwei Lyu, Kris Kitani, Matt Feiszli and Hao Tang. HOIGPT: Learning Long Sequence Hand-Object Interaction with Language Models. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennesse, USA, 2025. [Bibtex] Areas: ML, RB, Keywords: .

2024 [top]

  1. [TMM24] Ying Fu, Xinyu Zhu, Xiaojie Li, Xin Wang, Xi Wu, Shu Hu, Siwei Lyu and Yi Wu. VB-KGN: Variational Bayesian Kernel Generation Networks for Motion Image Deblurring. IEEE Transactions on Multimedia, ():, 2024. [Bibtex] Areas: CV, Keywords: Image Restoration/Enhancement.

  2. [TETC24] Sun, Pu, Qi, Honggang, Li, Yuezun and Lyu, Siwei. FakeTracer: Catching Face-swap DeepFakes via Implanting Traces in Training. {IEEE Transactions on Emerging Topics in Computing (TETC)}, ():, 2024. [Bibtex] Areas: DF, Keywords: active measures.

  3. [CVIU24] Li, Yuezun, Sun, Pu, Qi, Honggang and Lyu, Siwei. LandmarkBreaker: A Proactive Method to Obstruct DeepFakes via Disrupting Facial Landmark Extraction. {Computer Vision and Image Understanding (CVIU)}, ():, 2024. [Bibtex] Areas: DF, Keywords: active measures.

  4. [OCJ24] Siwei Lyu. DeepFake the Menace: Mitigating the Negative Impacts of AI-synthesized Media. {Organizational Cybersecurity Journal: Practice, Process and People}, to appear():, 2024. [Bibtex] Areas: DF, Keywords: DeepFake.

  5. [TCSVT24] Zhang, Cong, Qi, Honggang, Wang, Shuhui, Li, Yuezun and Lyu, Siwei. COMICS: End-to-end Bi-grained Contrastive Learning for Multi-face Forgery Detection. IEEE Transactions on Circuits and Systems for Video Technology, ():, 2024. [Bibtex] Areas: DF, Keywords: DeepFake image.

  6. [TIFS24] Lu, Jiucui, Zhou, Jiaran, Li, Bin, Dong, Junyu, Lyu, Siwei and Li, Yuezun. ForensicsForest Family: A Series of Multi-scale Hierarchical Cascade Forests for Detecting GAN-generated Faces. IEEE Transactions on Information Forensics and Security, ():, 2024. [Bibtex] Areas: DF, Keywords: DeepFake image.

  7. [TMM24] Yan Ju, Shan Jia, Jialing Cai, Haiying Guan and Siwei Lyu. GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection. IEEE Transactions on Multimedia, 26():4073-4085, 2024. [Bibtex] Areas: DF, Keywords: DeepFake image.

  8. [NEURIPS24C] Mingzhen Huang, Jialing Cai, Shan Jia, Vishnu Suresh Lokhande and Siwei Lyu. ParallelEdits: Efficient Multi-Aspect Text-Driven Image Editing with Attention Grouping. In Advances in Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2024. [Bibtex] Areas: CV, Keywords: DeepFake generation.

  9. [NEURIPS24B] Yifan Yang, Zhaofeng Si, Siwei Lyu and Kaiyi Ji. First-Order Minimax Bilevel Optimization. In Advances in Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2024. [Bibtex] Areas: ML, Keywords: meta-learning.

  10. [NEURIPS24A] Zhenyu Zhou, Defang Chen, Can Wang, Chun Chen and Siwei Lyu. Simple and Fast Distillation of Diffusion Models. In Advances in Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2024. [Bibtex] Areas: ML, Keywords: DeepFake generation.

  11. [MIPR24] Ju, Yan, Sun, Chengzhe, Jia, Shan, Hou, Shuwei, Si, Zhaofeng, Datta, Soumyya Kanti, Ke, Lipeng, Zhou, Riky, Nikolich, Anita and Lyu, Siwei. DeepFake-O-Meter v2. 0: An Open Platform for DeepFake Detection. In 2024 IEEE 7th International Conference on Multimedia Information Processing and Retrieval (MIRP), , 2024. [Bibtex] Areas: DF, Keywords: platform.

  12. [IMVIP24B] Mihir Chauhan, Mohammad Abuzar Hashemi, Bina Ramamurthy, Mingchen Gao, Siwei Lyu and Sargur Srihari. Vision-Language Model Based Handwriting Verification. In Irish Machine Vision and Image Processing, Limerick, Ireland, 2024. [Bibtex] Areas: CV, Keywords: handwriting.

  13. [IMVIP24A] Mihir Chauhan, Mohammad Abuzar Hashemi, Bina Ramamurthy, Mingchen Gao, Siwei Lyu and Sargur Srihari. Self-Supervised Based Handwriting Verification. In Irish Machine Vision and Image Processing, Limerick, Ireland, 2024. [Bibtex] Areas: CV, Keywords: handwriting.

  14. [ICML24] Chen, Defang, Zhou, Zhenyu, Wang, Can, Shen, Chunhua and Lyu, Siwei. On the Sampling Structure of Diffusion Models. In Proceedings of the Forty-first International Conference on Machine Learning, Vienna, Austria, 2024. [Bibtex] Areas: ML, Keywords: Diffusion Models.

  15. [CVPRW24] Jia, Shan, Lyu, Reilin, Zhao, Kangran, Chen, Yize, Yan, Zhiyuan, Ju, Yan, Hu, Chuanbo, Li, Xin, Wu, Baoyuan and Lyu, Siwei. Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics. In CVPR Workshop on Media Forensics, Seattle, USA, 2024. [Bibtex] Areas: DF, Keywords: DeepFake image, Vision-language models.

  16. [CVPR24] Zhiyuan Yan, Yuhao Luo, Siwei Lyu, Qingshan Liu and Baoyuan Wu. Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA, United States, 2024. [Bibtex] Areas: DF, Keywords: DeepFake video.

  17. [ICME24B] Datta, Soumyya Kanti, Jia, Shan and Lyu, Siwei. Exposing Lip-syncing Deepfakes from Mouth Inconsistencies. In IEEE International Conference on Multimedia and Expo (ICME), Niagara Falls, Canada, 2024. [Bibtex] Areas: DF, Keywords: DeepFake video.

  18. [ICME24A] Yu, Cai, Jia, Shan, Fu, Xiaomeng, Liu, Jin, Tian, Jiahe, Wang, Xi, Dai, Jiao, Lyu, Siwei and Han, Jizhong. Explicit Correlation Learning for Generalizable Cross-Modal Deepfake Detection. In 2024 IEEE International Conference on Multimedia and Expo (ICME), Niagara Falls, Canada, 2024. [Bibtex] Areas: DF, Keywords: DeepFake video.

  19. [BOOKCHAP24] Sun, Chengzhe, AlBadawy, Ehab, Davison, Timothy F., Robinson, Sarah R., Chang, Ming-Ching and Lyu, Siwei. Using Vocoder Artifacts For Audio Deepfakes Detection. In Adversarial Multimedia Forensics, Cham, 2024. [Bibtex] [Web] Areas: DF, Keywords: DeepFake audio.

  20. [ISBI24] Eric Wu, Bin Kong, Xin Wang, Junjie Bai, Yi Lu, Feng Gao, Shaoting Zhang, Kunlin Cao, Qi Song, Siwei Lyu and Youbing Yin. Uncertainty-Aware Single View Volumetric Rendering For Medical Neural Radiance Fields. In IEEE International Symposium on Biomedical Imaging (ISBI), Athens, Greece, 2024. [Bibtex] Areas: MI, Keywords: .

  21. [ICLR24] Mingzhen Huang, Shan Jia, Zhou, Zhou, Yan Ju, Jialing Cai and Siwei Lyu. Exposing Text-Image Inconsistency Using Diffusion Models. In International Conference on Learning Representatives (ICLR), Vienna, Austria, 2024. [Bibtex] Areas: DF, Keywords: Vision-language models.

  22. [ICASSP24] Cong Zhang, Yuezun Li, Honggang Qi and Siwei Lyu. Enhancing Adversarial Robustness of DNNs via Weight Decorrelation in Training. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Seoul, Korea, 2024. [Bibtex] Areas: ML, Keywords: Adversarial Perturbation.

  23. [WACV24] Ju, Yan, Hu, Shu, Jia, Shan, Chen, George H and Lyu, Siwei. Improving Fairness in Deepfake Detection. In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), , 2024. [Bibtex] Areas: DF, Keywords: DeepFake image, fariness.

2023 [top]

  1. [ELECTRONICS23] Peng Zheng, Hao Chen, Shu Hu, Bin Zhu, Jinrong Hu, Ching-Sheng Lin, Xi Wu, Siwei Lyu, Guo Huang and Xin Wang. Few-shot Learning for Misinformation Detection based on Contrastive Models. Electronics, ():, 2023. [Bibtex] Areas: DF, Keywords: DeepFake video.

  2. [CVIU23] Yuezun Li, Cong Zhang, Honggang Qi and Siwei Lyu. AdaNI: Adaptive Noise Injection to improve adversarial robustness. Computer Vision and Image Understanding, ():103855, 2023. [Bibtex] [Web] Areas: ML, Keywords: Adversarial Perturbation.

  3. [PAMI23] Shu Hu, Xin Wang and Siwei Lyu. Rank-based Decomposable Losses in Machine Learning: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, ():, 2023. [Bibtex] Areas: ML, Keywords: Learning Objectives, survey.

  4. [TNNLS23] Luo, Ao, Yang, Fan, Li, Xin, Li, Yuezun, Jiao, Zhicheng, Cheng, Hong and Lyu, Siwei. Robust Scene Parsing by Mining Supportive Knowledge From Dataset. IEEE Transactions on Neural Networks and Learning Systems, 34(5):2633-2646, 2023. [Bibtex] Areas: CV, Keywords: Segmentation.

  5. [ACCESS23] Jing Hu And Zhikun Shuai And Xin Wang And Shu Hu And Shanhui Sun And Siwei Lyu And Xi Wu. Attention Guided Policy Optimization for 3D Medical Image Registration. IEEE Access, ():, 2023. [Bibtex] Areas: MI, Keywords: .

  6. [FRONTIER23] Xin Wang, Bin Kong and Siwei Lyu. Attention-driven Tree-structured Convolutional LSTM for High Dimensional Data Understanding. Frontiers in Physics, ():, 2023. [Bibtex] Areas: MI, Keywords: .

  7. [URTC23] Muppalla, Sneha, Jia, Shan and Lyu, Siwei. Integrating audio-visual features for multimodal deepfake detection. In {2023 IEEE MIT Undergraduate Research Technology Conference (URTC)}, , 2023. [Bibtex] Areas: DF, Keywords: DeepFake video.

  8. [NEURIPS23] Zhiyuan Yan, Yong Zhang, Xinhang Yuan, Siwei Lyu and Baoyuan Wu. DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection. In Advances in Neural Information Processing Systems (NeurIPS): Systems Datasets and Benchmarks Track, , 2023. [Bibtex] Areas: DF, Keywords: DeepFake dataset.

  9. [ACML2023] Shu Hu, Xin Wang and Siwei Lyu. Outlier Robust Adversarial Training. In {Asian Conference on Machine Learning (ACML)}, Istanbul, Turkey, 2023. [Bibtex] Areas: ML, Keywords: Adversarial Perturbation.

  10. [ACMMM23] Yuanhao Zhai, Mingzhen Huang, Tianyu Luan, Lu Dong, Ifeoma Nwogu, Siwei Lyu, David Doermann and Junsong Yuan. Language-guided Human Motion Synthesis with Atomic Actions. In ACM Multimedia, Ottawa, Canada, 2023. [Bibtex] Areas: CV, Keywords: .

  11. [ECAI23] Xin Wang, Shu Hu, Hui Guo and Siwei Lyu. GAN-generated Faces Detection: A Survey and New Perspectives. In European Conference on Artificial Intelligence (ECAI), Krakaw, Poland, 2023. [Bibtex] Areas: DF, Keywords: survey.

  12. [IROS23] Xin Wang, Shu Hu, Bin Zhu, Xi Wu and Siwei Lyu. RMBench: Benchmarking Deep Reinforcement Learning for Robotic Manipulator Control. In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Detroit, MI, 2023. [Bibtex] Areas: ML, RB, Keywords: .

  13. [IRE23] (as participating team). NTIRE 2023 Challenge on Efficient Super-Resolution: Methods and Results. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, , 2023. [Bibtex] Areas: CV, Keywords: Biometrics.

  14. [IJCAI23] Chengming Feng, Jing Hu, Xin Wang, Shu Hu, Bin Zhu, Xi Wu, Hongtu Zhu and Siwei Lyu. Controlling Neural Style Transfer with Deep Reinforcement Learning. In International Joint Conference on Artificial Intelligence (IJCAI), Macau, China, 2023. [Bibtex] Areas: CV, Keywords: DeepFake generation, video.

  15. [WMF23A] Jia, Shan, Huang, Mingzhen, Zhou, Zhou, Ju, Yan, Cai, Jialing and Lyu, Siwei. AutoSplice: A Text-prompt Manipulated Image Dataset for Media Forensics. In CVPR Workshop on Media Forensics, Vancouver, Canada, 2023. [Bibtex] Areas: DF, Keywords: dataset.

  16. [WMF23B] Sun, Chengzhe, Jia, Shan, Hou, Shuwei and Lyu, Siwei. AI-Synthesized Voice Detection Using Neural Vocoder Artifacts. In CVPR Workshop on Media Forensics, Vancouver, Canada, 2023. [Bibtex] Areas: DF, Keywords: DeepFake audio.

  17. [WMF23C] Chen, Hao, Zheng, Peng, Wang, Xin, Hu, Shu, Zhu, Bin, Hu, Jinrong, Wu, Xi and Lyu, Siwei. Harnessing the Power of Text-image Contrastive Models for Automatic Detection of Online Misinformation. In CVPR Workshop on Media Forensics, Vancouver, Canada, 2023. [Bibtex] Areas: DF, Keywords: dataset.

  18. [ICME23B] Yuezun Li, Jiran Zhou and Siwei Lyu. Face Poison: Obstructing DeepFakes by Disrupting Face Detection. In IEEE International Conference on Multimedia and Expo (ICME), Brisbane, Australia, 2023. [Bibtex] Areas: CV, Keywords: Adversarial Perturbation.

  19. [ICME23A] Jiucui Lu, Yuezun Li, Jiran Zhou, Bin Li and Siwei Lyu. Forensics Forest: Multi-scale Hierarchical Cascade Forest for Detecting GAN-generated Faces. In IEEE International Conference on Multimedia and Expo (ICME), Brisbane, Australia, 2023. [Bibtex] Areas: CV, Keywords: Adversarial Perturbation.

  20. [CVPR23] Mingzhen Huang, Xiaoxing Li, Jun Hu, Honghong Peng and Siwei Lyu. Tracking Multiple Deformable Objects in Egocentric Videos. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, 2023. [Bibtex] Areas: CV, Keywords: Object Tracking.

  21. [ICASSP23] Hui Guo, Xin Wang and Siwei Lyu. Detection of Real-time DeepFakes in Video Conferencing with Active Probing and Corneal Reflection. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rohdes Island, Greek, 2023. [Bibtex] Areas: DF, Keywords: DeepFake video, active measures.

2022 [top]

  1. [TCYB22] Feng Ding, Zhangyi Shen, Guopu Zhu, Sam Kwong, Yicong Zhou and Siwei Lyu. ExS-GAN: Synthesizing Anti-forensics Images via Extra Supervised GAN. IEEE Transactions on Cybernetics, to appear():, 2022. [Bibtex] Areas: DF, Keywords: anti-forensics.

  2. [PRL22] Pu Sun, Yuezun Li, Honggang Qi and Siwei Lyu. LandmarkGAN: Synthesizing Faces from Landmarks. Pattern Recognition Letters, 161(C):90-98, 2022. [Bibtex] Areas: DF, Keywords: DeepFake generation.

  3. [PR22] Wenbo Pu, Jing Hu, Xin Wang, Yuezun Li, Shu Hu, Bin Zhu, Qi Song, Xi Wu and Siwei Lyu. Learning a Deep Dual-Level Network for Robust DeepFake Detection. Pattern Recognition, 130():, 2022. [Bibtex] [Web] [Code] Areas: DF, Keywords: DeepFake video.

  4. [ACCESS22] Hui Guo, Xin Wang, Shu Hu, Ming-Ching Chang and Siwei Lyu. Robust Attentive Deep Neural Network for Detecting GAN-Generated Faces. IEEE Access, 10():2169-3536, 2022. [Bibtex] Areas: DF, Keywords: DeepFake image.

  5. [JMLR22] Shu Hu, Yiming Ying, Xin Wang and Siwei Lyu. Sum of Ranked Range Loss for Supervised Learning. Journal of Machine Learning Research (JMLR), 23(1):1-44, 2022. [Bibtex] [Web] [Code] Areas: ML, Keywords: Learning Objectives.

  6. [TIP22] Lipeng Ke, Ming-Ching Chang, Honggang Qi and Siwei Lyu. DetPoseNet: Improving Multi-Person Pose Estimation ia Coarse-Pose Filtering. IEEE Transactions on Image Processing, 31():2782--2795, 2022. [Bibtex] Areas: CV, Keywords: Pose Estimation.

  7. [CVIU22] Wenbo Li, Yi Wei, Siwei Lyu and Ming-Ching Chang. Simultaneous Multi-Person Tracking and Activity Recognition based on Cohesive Cluster Search. International Journal on Computer Vision and Image Understanding (CVIU), 214():103301, 2022. [Bibtex] [Web] Areas: CV, Keywords: Object Tracking, Object Recognition/Detection, dataset, smart transportation.

  8. [JCB22] Bo Peng, Wei Wang, Jing Dong and Siwei Lyu. The Second DeepFake Game Competition. In International Joint Conference on Biometrics (IJCB), Abu Dhabi, United Arab Emirates, 2022. [Bibtex] [Web] [Code] Areas: DF, Keywords: DeepFake.

  9. [PRCV22] Bo Peng, Siwei Lyu, Wei Wang and Jing Dong. Counterfactual Image Enhancement for Explanation of Face Swap Deepfakes. In Chinese Conference on Pattern Recognition and Computer Vision (PRCV), Shenzhen, China, 2022. [Bibtex] Areas: DF, Keywords: DeepFake generation.

  10. [ICIP22D] Syeda Nyma Ferdous, Xin Li and Siwei Lyu. Uncertainty Aware Multitask Pyramid Vision Transformer For UAV-Based Object Re-Identification. In IEEE Conference on Image Processing (ICIP), Bordeau, France, 2022. [Bibtex] [Web] Areas: CV, Keywords: Object Tracking.

  11. [ECCV22] Luchuan Song, Zheng Fang, Xiaodan Li, Xiaoyi Dong, Zhenchao Jin, Yuefeng Chen and Siwei Lyu. Profiling Intra-consistency and Instance-discrimination for Face Forgery Detection. In European Conference on Computer Vision (ECCV), Tel Aviv, Isreal, 2022. [Bibtex] Areas: DF, Keywords: DeepFake image.

  12. [ICIP22C] Pu Sun, Yuezun Li, Honggang Qi and Siwei Lyu. Faketracer: Exposing Deepfakes With Training Data Contamination. In IEEE Conference on Image Processing (ICIP), Bordeau, France, 2022. [Bibtex] Areas: DF, Keywords: active measures.

  13. [ICIP22A] Yan Ju, Shan Jia, Lipeng Ke, Hongfei Xue, Koki Nagano and Siwei Lyu. Fusing Global and Local Features for Generalized AI-synthesized Image Detection. In IEEE Conference on Image Processing (ICIP), Bordeau, France, 2022. [Bibtex] [Web] Areas: DF, Keywords: DeepFake image.

  14. [ICIP22B] Shan Jia, Xin Li and Siwei Lyu. Model Attribution Of Face-Swap DeepFake Videos. In IEEE Conference on Image Processing (ICIP), Bordeau, France, 2022. [Bibtex] [Web] Areas: DF, Keywords: DeepFake video, model attribution.

  15. [UAI22] Zhenhuan Yang, Shu Hu, Yunwen Lei, Kush R. Varshney, Siwei Lyu and Yiming Ying. Differentially Private SGDA for Minimax Problems. In The International Conference on Uncertainty in Artificial Intelligence (UAI), Eindhoven, the Netherlands, 2022. [Bibtex] Areas: ML, Keywords: .

  16. [MIPR22] Hui Guo, Xin Wang, Ming-Ching Chang and Siwei Lyu. Open-eye: an open platform to study human performance on identifying AI-synthesized faces. In International Conference on Multimedia Information Processing and Retrieval (MIPR), Taipei, Taiwan, 2022. [Bibtex] Areas: DF, Keywords: DeepFake image, platform.

  17. [CVPRW22] Shu Hu, Chun-Hao Liu, Jayanta Dutta, Ming-Ching Chang, Siwei Lyu and Naveen Ramakrishnan. PseudoProp: Robust Pseudo-Label Generation for Semi-Supervised Object Detection in Autonomous Driving Systems. In CVPR Workshop on Autonomous Driving, New Orleans, LA, 2022. [Bibtex] Areas: CV, Keywords: Object Recognition/Detection.

  18. [ICME22] Dizhong Lin, Ying Fu, Xin Wang, Shu Hu, Bin Zhu, Qi Song, Xi Wu, Jilin Zhou and Siwei Lyu. Contrastive Class-specific Encoding For Few-shot Object Detection. In IEEE International Conference on Multimedia and Expo (ICME), Taipei, Taiwan, 2022. [Bibtex] Areas: CV, Keywords: Adversarial Perturbation.

  19. [BOOKCHAP22A] Yuezun Li, Honggang Qi and Siwei Lyu. Toward the Creation and Obstruction of DeepFakes. In Handbook of Digital Face Manipulation and Detection: From DeepFakes to Morphing Attacks, , 2022. [Bibtex] Areas: DF, Keywords: .

  20. [ICASSP22C] Hui Guo, Shu Hu, Xin Wang, Ming-Ching Chang and Siwei Lyu. Eyes Tell All: Irregular Pupil Shapes Reveal GAN-Generated Faces. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, 2022. [Bibtex] Areas: DF, Keywords: DeepFake image.

  21. [ICASSP22B] Mingzhen Huang, Shan Jia and Siwei Lyu. Text-Image De-Contextualization Detection Using Vision-Language Models. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, 2022. [Bibtex] Areas: DF, Keywords: .

  22. [ICASSP22A] Ehab AlBadawy, Andrew Gibiansky, Qing He, Jilong Wu, Ming-Ching Chang and Siwei Lyu. VOCBENCH: A Neural Vocoder Benchmark For Speech Synthesis. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, 2022. [Bibtex] Areas: , Keywords: Audio Forensics.

  23. [AAAI22A] Lipeng Ke, Kuan-Chuan Peng and Siwei Lyu. Towards To-a-T Spatio-Temporal Focus for Skeleton-Based Action Recognition. In AAAI Conference on Artificial Intelligence (AAAI), Vancouver, Canada, 2022. [Bibtex] Areas: CV, Keywords: Pose Estimation.

  24. [AAAI22B] Ziwei Luo, Jing Hu, Xin Wang, Shu Hu, Bin Kong, Youbing Yin, Qi Song, Xi Wu and Siwei Lyu. Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration. In AAAI Conference on Artificial Intelligence (AAAI), Vancouver, Canada, 2022. [Bibtex] Areas: CV, Keywords: Image Registration.

  25. [BOOKCHAP22B] Siwei Lyu. DeepFake Detection. In Digital Image Forensics: There is More to a Picture than Meets the Eye, , 2022. [Bibtex] Areas: DF, Keywords: .

2021 [top]

  1. [PR21] Xian Zhang, Xin Wang, Bin Kong, Youbing Yin, Qi Song, Siwei Lyu, Jiancheng Lv, Xi Wu and Xiaojie Li. High Quality Image-based Face Inpainting using DE-GAN: Domain Embedded Multi-model Generative Adversarial Networks. Pattern Recognition, ((to appear)):, 2021. [Bibtex] Areas: CV, Keywords: Image Restoration/Enhancement.

  2. [CVIU21] Yuezun Li, Pu Sun, Honggang Qi, Junyu Dong, Ming-Ching Chang, Honggang Qi, Jongwoo Lim, Ming-Hsuan Yang and Siwei Lyu. TransRPN: Towards the Transferable Adversarial Perturbations Using Region Proposal Networks and Beyond. International Journal on Computer Vision and Image Understanding (CVIU), 213():103302, 2021. [Bibtex] Areas: CV, Keywords: Object Tracking, Object Recognition/Detection, dataset, smart transportation.

  3. [TCSVT21] Bo Peng, Wei Wang, Jing Dong and Siwei Lyu. A Unified Framework for High Fidelity Face Swap and Expression Reenactment. IEEE Transactions on Circus and Systems for Video Technology, ():, 2021. [Bibtex] Areas: CV, Keywords: media synthesis.

  4. [MM21] Feng Ding, Guopu Zhu, Yingcan Li, Xinpeng Zhang, Pradeep Atray and Siwei Lyu. Anti-Forensics for Face Swapping Videos via Adversarial Training. IEEE Transactions on Multimedia, ():(to appear), 2021. [Bibtex] Areas: DF, Keywords: anti-forensics.

  5. [MIA21] Jing Hu, Ziwei Luo, Xin Wang, Shanhui Sun, Youbing Yin, Kunlin Cao, Qi Song, Siwei Lyu and Xi Wu. End-to-end multimodal image registration via reinforcement learning. Medical Image Analysis, 68():101878, 2021. [Bibtex] [Web] Areas: MI, Keywords: .

  6. [TCYB21] 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, 51(1):2-15, 2021. [Bibtex] Areas: CV, Keywords: Pose Estimation.

  7. [BMVC21B] BorShiun Wang, Jun-Wei Hsieh, Ping-Yang Chen, Ming-Ching Chang, Lipeng Ke and Siwei Lyu. Learnable Discrete Wavelet Pooling (LDW-Pooling) for Convolutional Networks. In British Machine Vision Conference (BMVC), virtual, 2021. [Bibtex] [Paper] Areas: CV, Keywords: Object Recognition/Detection.

  8. [BMVC21A] Yao-Hui Huang, Jun-Wei Hsieh, Ming-Ching Chang, Lipeng Ke, Siwei Lyu and Arpita Samanta Santra. Learning with Multi-Teacher and Single-Student on Environment Vision Transformer for Face-Spoofing. In British Machine Vision Conference (BMVC), virtual, 2021. [Bibtex] Areas: CV, Keywords: Biometrics.

  9. [AVSS21B] Guanliang Zhao, Abhineet Pandey, Ming-Ching Chang and Siwei Lyu. A Video Analytic System for Rail Crossing Point Protection. In International Conference on Advanced Video and Signal-Based Surveillance (AVSS), virtual, 2021. [Bibtex] Areas: CV, Keywords: Object Recognition/Detection.

  10. [AVSS21A] Shou-Fang Wu, Ming-Ching Chang, Siwei Lyu, Cheng-Shih Wong, Abhineet Pandey and Po-Chyi Su. FlagDetSeg: Multi-Nation Flag Detection and Segmentation in the Wild. In International Conference on Advanced Video and Signal-Based Surveillance (AVSS), virtual, 2021. [Bibtex] Areas: CV, Keywords: Object Recognition/Detection.

  11. [MLSP21] Ian Pradhan and Siwei Lyu. Understanding Linear Style Transfer Auto-encoders. In IEEE Machine Learning for Signal Processing Workshop, , 2021. [Bibtex] Areas: ML, Keywords: .

  12. [ICCV21B] Yuezun Li, Yiming Li, Baoyuan Wu, Longkang Li, Ran He and Siwei Lyu. Invisible Backdoor Attack with Sample-Specific Triggers. In IEEE International Conference on Computer Vision (ICCV), virtual, 2021. [Bibtex] Areas: ML, Keywords: Adversarial Perturbation.

  13. [ICCV21A] Shu Hu, Lipeng Ke, Xin Wang and Siwei Lyu. T$_k$ML-AP: Adversarial Attacks to Top-$k$ Multi-Label Learning. In IEEE International Conference on Computer Vision (ICCV), virtual, 2021. [Bibtex] Areas: ML, Keywords: Adversarial Perturbation.

  14. [JCB21B] (as organizer). DFGC 2021: A DeepFake Game Competition. In International Joint Conference on Biometrics (IJCB), Shenzhen, China, 2021. [Bibtex] [Web] [Code] Areas: DF, Keywords: DeepFake.

  15. [JCB21A] (as participating team). NIR Iris Challenge Evaluation in Non-cooperative Environments: Segmentation and Localization. In International Joint Conference on Biometrics (IJCB), Shenzhen, China, 2021. [Bibtex] Areas: CV, Keywords: Segmentation.

  16. [ICIP21B] Anwei Luo, Yingbin Zhou, Xiangui Kang and Siwei Lyu. Face Fogery Ensemble Detection Based on Segmentation Architecture and Frequency Learning. In IEEE Conference on Image Processing (ICIP), Anchorage, AK, United States, 2021. [Bibtex] Areas: DF, Keywords: DeepFake video.

  17. [ICIP21A] Quanyu Liao, Yuezun Li, Xin Wang, Bin Kong, Bin Zhu, Siwei Lyu, Youbing Yin, Qi Song and Xi Wu. Imperceptible Adversarial Examples For Fake Image Detection. In IEEE Conference on Image Processing (ICIP), Anchorage, AK, United States, 2021. [Bibtex] Areas: DF, Keywords: Adversarial Perturbation, DeepFake image, anti-forensics.

  18. [IJCAI21] Ziwei Luo, Jing Hu, Xin Wang, Siwei Lyu, Bin Kong, Youbing Yin, Qi Song and Xi Wu. Stochastic Actor-Executor-Critic for Image-to-Image Translation. In International Joint Conference on Artificial Intelligence (IJCAI), virtual, 2021. [Bibtex] Areas: CV, Keywords: media synthesis.

  19. [SADFE21] Yuezun Li, Cong Zhang, Pu Sun, Lipeng Ke, Yan Ju, Honggang Qi and Siwei Lyu. DeepFake-o-meter: An Open Platform for DeepFake Detection. In International Conference on Systematic Approaches to Digital Forensic Engineering (SADFE), , 2021. [Bibtex] [Paper] [Web] Areas: DF, Keywords: platform.

  20. [ICME21] Quanyu Liao, Xin Wang, Bin Kong, Siwei Lyu, Bin Zhu, Youbing Yin, Qi Song and Xi Wu. Transferable Adversarial Examples for Anchor Free Object Detection. In IEEE International Conference on Multimedia and Expo (ICME), Shenzhen, China, 2021. [Bibtex] [Paper] Areas: CV, Keywords: Adversarial Perturbation.

  21. [CVPR21] Longyin Wen, Dawei Du, Pengfei Zhu, Qinghua Hu, Qilong Wang, Liefeng Bo and Siwei Lyu. Detection, Tracking, and Counting Meets Drones in Crowds: A Benchmark. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennesse, USA, 2021. [Bibtex] Areas: CV, Keywords: dataset.

  22. [ICASSP21] Shu Hu, Yuezun Li and Siwei Lyu. Exposing GAN-generated Faces Using Inconsistent Corneal Specular Highlights. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Toronto, Canada, 2021. [Bibtex] [Paper] [Code] Areas: DF, Keywords: DeepFake image.

  23. [BOOKCHAP21] Yuezun Li and Siwei Lyu. Obstructing DeepFakes by Disrupting Face Detection and Facial Landmarks Extraction. In Deep Learning-Based Face Analytics, , 2021. [Bibtex] Areas: DF, Keywords: DeepFake video, active measures.

  24. [AISTATS21] Zhenhuan Yang, Yunwen Lei, Siwei Lyu and Yiming Ying. Stability and Differential Privacy of Stochastic Gradient Descent for Pairwise Learning with Non-Smooth Loss. In The 24th International Conference on Artificial Intelligence and Statistics (AISTATS), , 2021. [Bibtex] Areas: ML, Keywords: Differential privacy.

2020 [top]

  1. [PAMI20] Siwei Lyu, Yanbo Fan, Yiming Ying and Baogang Hu. Average Top-k Loss for supervised learning. IEEE Transactions on Pattern Analysis and Machine Intelligence, ((early access)):1-1, 2020. [Bibtex] Areas: ML, Keywords: Learning Objectives.

  2. [ACCESS20] Yanbo Fan, Baoyuan Wu, Ran He, Baogang Hu, Yong Zhang and Siwei Lyu. Groupwise Ranking Loss for Multi-label Learning. IEEE Access, to appear():, 2020. [Bibtex] Areas: ML, Keywords: Multi-label Learning, Learning Objectives.

  3. [CVIU20] Longyin Wen, Dawei Du, Zhaowei Cai, Zhen Lei, Ming-Ching Chang, Honggang Qi, Jongwoo Lim, Ming-Hsuan Yang and Siwei Lyu. UA-DETRAC: A New Benchmark and Protocol for Multi-Object Detection and Tracking. International Journal on Computer Vision and Image Understanding (CVIU), 193():102907, 2020. [Bibtex] [Web] Areas: CV, Keywords: Object Tracking, Object Recognition/Detection, dataset, smart transportation.

  4. [BOOKCHAP20] Siwei Lyu. AI-Generated Deepfakes and the Challenge of Detection. In Technology vs. Truth: Deception in the Digital Age, , 2020. [Bibtex] Areas: DF, Keywords: DeepFake.

  5. [NEURIPS20] Shu Hu, Yiming Ying, Xin Wang and Siwei Lyu. Learning by Minimizing the Sum of Ranked Range. In Advances in Neural Information Processing Systems (NeurIPS), Montreal, QC, Canada, 2020. [Bibtex] Areas: ML, Keywords: Learning Objectives.

  6. [WIFS20] Pu Sun, Yuezun Li, Honggang Qi and Siwei Lyu. Landmark Breaker: Obstructing DeepFake By Disturbing Landmark Extraction. In IEEE Workshop on Information Forensics and Security (WIFS), New York, NY, United States, 2020. [Bibtex] Areas: DF, Keywords: active measures.

  7. [ACCV20] Yi Wei, Pengchuan Zhang, Wenbo Li, Zhe Gan, Siwei Lyu, Ming-Ching Chang, Lei Zhang and Jianfeng Gao. MagGAN: High-Resolution Face Attribute Editing with Mask-Guided Generative Adversarial Network. In Asian Conference on Computer Vision (ACCV), Kyoto, Japan, 2020. [Bibtex] Areas: CV, Keywords: media synthesis.

  8. [ACMM20] Yunqiang Cai, Dawei Du, Libo Zhang, Longyin Wen, Weiqiang Wang, Yanjun Wu and Siwei Lyu. Guided Attention Network for Object Detection and Counting on Drones. In ACM Multimedia, Seattle, WA, United States, 2020. [Bibtex] Areas: CV, Keywords: Object Recognition/Detection.

  9. [INTERSPEECH20] Ehab AlBadawy and Siwei Lyu. Voice Conversion using Speech-to-Speech Neuro-Style Transfer. In Interspeech, Shanghai, China, 2020. [Bibtex] Areas: DF, Keywords: media synthesis.

  10. [ECCV20A] Ao Luo, Xin Li, Fan Yang, Zhicheng Jiao, Hong Cheng and Siwei Lyu. Cascade Graph Neural Networks for RGB-D Salient Object Detection. In European Conference on Computer Vision (ECCV), Glasgow, UK, 2020. [Bibtex] Areas: CV, Keywords: Object Recognition/Detection.

  11. [ECCV20B] Ruyi Ji, Dawei Du, Libo Zhang, Longyin Wen, Zhao Chen, Yanjun Wu, Feiyue Huang and Siwei Lyu. Learning Semantic Neural Tree for Human Parsing. In European Conference on Computer Vision (ECCV), Glasgow, UK, 2020. [Bibtex] [Paper] Areas: CV, Keywords: Pose Estimation.

  12. [IROS20] Yi Wei, Wenbo Li, Ming-Ching Chang, Hongxia Jin and Siwei Lyu. Explainable and Efficient Sequential Correlation Network for 3D Single Person Concurrent Activity Detection. In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Las Vegas, NV, United States, 2020. [Bibtex] Areas: CV, Keywords: Activity Recognition.

  13. [ICIP20] Yuezun Li, Ao Luo and Siwei Lyu. Fast Portrait Segmentation with Highly Light-Weight Network. In IEEE Conference on Image Processing (ICIP), Dubai, UAE, 2020. [Bibtex] Areas: CV, Keywords: Segmentation.

  14. [ICMEW20] Siwei Lyu. DeepFake Detection: Current Challenges and Next Steps. In International Workshop on Media-Rich Fake News (MedFake) in conjunction with ICME, London, UK, 2020. [Bibtex] [Web] Areas: DF, Keywords: DeepFake.

  15. [IJCNN20] Quanyu Liao, Xin Wang, Bin Kong, Siwei Lyu, Youbing Yin, Qi Song and Xi Wu. Fast Local Attack: Generating Local Adversarial Examples for Object Detectors. In International Joint Conference on Neural Networks (IJCNN), Glasgow, UK, 2020. [Bibtex] Areas: ML, Keywords: Adversarial Perturbation, Object Recognition/Detection.

  16. [CVPR20] Yuezun Li, Pu Sun, Honggang Qi and Siwei Lyu. Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA, United States, 2020. [Bibtex] [Paper] [Web] Areas: DF, Keywords: dataset.

  17. [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] 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] Areas: ML, Keywords: AUC Maximization.

  2. [SPL19] Zhe Xue, Dawei Du, Qingming Huang and Siwei Lyu. Deep Constrained Low-rank Subspace Learning for Multi-view Semi-supervised Classification. IEEE Signal Processing Letters, ():, 2019. [Bibtex] Areas: ML, Keywords: Matrix Factorization.

  3. [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] Areas: ML, Keywords: Matrix Factorization.

  4. [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] Areas: CV, Keywords: Deep Learning.

  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] 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] 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. [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 video.

  10. [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 audio.

  11. [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] Areas: ML, Keywords: Matrix Factorization.

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

  13. [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] Areas: DF, Keywords: DeepFake video.

  14. [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 Pattern Recognition (CVPR), Long Beach, CA, United States, 2019. [Bibtex] Areas: CV, Keywords: Deep Learning, media synthesis.

  15. [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] Areas: DF, Keywords: DeepFake image.

  16. [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] Areas: CV, ML, Keywords: Activity Recognition.

  17. [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] Areas: MI, Keywords: .

  18. [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, smart transportation.

  19. [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] 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] [Web] 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] Areas: DF, Keywords: anti-forensics.

  5. [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, media synthesis.

  6. [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.

  7. [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] [Web] Areas: DF, Keywords: DeepFake video.

  8. [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.

  9. [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.

  10. [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] Areas: RB, Keywords: .

  11. [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] [Web] Areas: ML, Keywords: AUC Maximization.

  12. [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.

  13. [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] Areas: CV, Keywords: Pose Estimation.

  14. [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] Areas: CV, Keywords: Object Tracking, smart transportation.

  15. [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.

  16. [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] Areas: CV, Keywords: Object Recognition/Detection.

  17. [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, smart transportation.

  18. [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 Pattern Recognition (CVPR), Salt Lake City, UT, United States, 2018. [Bibtex] Areas: CV, Keywords: Deep Learning.

2017 [top]

  1. [TIP17] Dawei Du, Longyin Wen, Honggang Qi, Qingming Huang, Tian Qi and Siwei Lyu. Iterative graph seeking for object tracking. IEEE Transactions on Image Processing, 27(4):1809-1821, 2017. [Bibtex] Areas: CV, Keywords: Object Tracking.

  2. [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] Areas: CV, Keywords: Object Tracking.

  3. [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] Areas: CV, Keywords: Object Tracking, smart transportation.

  4. [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] Areas: CV, Keywords: Object Tracking, smart transportation.

  5. [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] Areas: CV, Keywords: Object Tracking, smart transportation.

  6. [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.

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

  8. [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.

  9. [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] Areas: CV, Keywords: Object Tracking.

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

  11. [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] 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] 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] Areas: CV, Keywords: Visual Saliency.

  4. [PAMI16] 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] Areas: CV, Keywords: Object Tracking.

  5. [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] Areas: ML, Keywords: AUC Maximization.

  6. [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] Areas: RB, Keywords: .

  7. [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] Areas: DF, Keywords: Splicing.

  8. [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.

  9. [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] Areas: CV, Keywords: 3D Reconstruction.

  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] 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] 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] 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] 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] 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. ML-MG: Multi-label Learning with Missing Labels Using a Mixed Graph. In IEEE International Conference on Computer Vision (ICCV), Santiago, Chile, 2015. [Bibtex] 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] 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] 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] 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 Pattern 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] 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] 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] 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] Areas: CV, Keywords: Visual Saliency.

2014 [top]

  1. [IJCV14] 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] 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] 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] 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] 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] 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 Pattern 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] 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] 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] Areas: ML, Keywords: Matrix Factorization.

2013 [top]

  1. [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, 2013. [Bibtex] [Paper] Areas: ML, Keywords: Matrix Factorization.

  2. [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: .

  3. [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: .

  4. [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: .

  5. [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.

  6. [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: .

  7. [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] 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. [PAMI09] 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] 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 Pattern 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 Pattern 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.