Wei Wang

Associate Professor @ CASIA • AI Safety

I completed my PhD in Pattern Recognition from the Institute of Automation, Chinese Academy of Sciences (CASIA), where I was advised by Tieniu Tan during 2012-2017. I am currently an Associate Professor of the New Laboratory of Pattern Recognition (NLPR), CASIA. I am a member of IEEE, CCF, CAAI, etc. I am also a member of technical executive committee on Digital Forensics and Security of CSIG, technical committee (TC) on Computer Vision of CCF, TC on Pattern Recognition of CAAI, etc. My current research interests include artificial intelligence and its security problem, image and video forensics and privacy, and information content security.

news

Jul 01, 2024	One paper is accepted in ECCV 2024
Jul 01, 2024	One paper is accepted by ACM TOMM
Jun 04, 2024	One paper is accepted by IEEE T-MM
Apr 25, 2024	One paper is accepted by IEEE T-IFS
Dec 09, 2023	Two papers are accepted in AAAI 2024

selected publications

2024

Improving Generalization of Deepfake Detectors by Imposing Gradient Regularization

Weinan Guan, Wei Wang, Jing Dong, and 1 more author

IEEE Transactions on Information Forensics and Security, 2024

@article{guanImprovingGeneralizationDeepfake2024,
  title = {Improving {{Generalization}} of {{Deepfake Detectors}} by {{Imposing Gradient Regularization}}},
  author = {Guan, Weinan and Wang, Wei and Dong, Jing and Peng, Bo},
  year = {2024},
  journal = {IEEE Transactions on Information Forensics and Security},
  volume = {19},
  pages = {5345--5356},
  issn = {1556-6013},
  doi = {10.1109/TIFS.2024.3396064},
}

AAAI

AE-NeRF: Audio Enhanced Neural Radiance Field for Few Shot Talking Head Synthesis

Dongze Li, Kang Zhao, Wei Wang, and 4 more authors

In Proceedings of the AAAI Conference on Artificial Intelligence, Mar 2024

@inproceedings{liAENeRFAudioEnhanced2024,
  title = {{{AE-NeRF}}: {{Audio Enhanced Neural Radiance Field}} for {{Few Shot Talking Head Synthesis}}},
  booktitle = {Proceedings of the {{AAAI Conference}} on {{Artificial Intelligence}}},
  author = {Li, Dongze and Zhao, Kang and Wang, Wei and Peng, Bo and Zhang, Yingya and Dong, Jing and Tan, Tieniu},
  year = {2024},
  month = mar,
  pages = {3037--3045},
  issn = {2374-3468},
  doi = {10.1609/aaai.v38i4.28086},
}

AAAI

Learning Dense Correspondence for NeRF-Based Face Reenactment

Songlin Yang, Wei Wang, Yushi Lan, and 4 more authors

In Proceedings of the AAAI Conference on Artificial Intelligence, Mar 2024

@inproceedings{yangLearningDenseCorrespondence2024,
  title = {Learning {{Dense Correspondence}} for {{NeRF-Based Face Reenactment}}},
  booktitle = {Proceedings of the {{AAAI Conference}} on {{Artificial Intelligence}}},
  author = {Yang, Songlin and Wang, Wei and Lan, Yushi and Fan, Xiangyu and Peng, Bo and Yang, Lei and Dong, Jing},
  year = {2024},
  month = mar,
  pages = {6522--6530},
  issn = {2374-3468},
  doi = {10.1609/aaai.v38i7.28473},
}

Adversarial Attacks on Scene Graph Generation

Mengnan Zhao, Lihe Zhang, Wei Wang, and 2 more authors

IEEE Transactions on Information Forensics and Security, Mar 2024

@article{zhaoAdversarialAttacksScene2024,
  title = {Adversarial {{Attacks}} on {{Scene Graph Generation}}},
  author = {Zhao, Mengnan and Zhang, Lihe and Wang, Wei and Kong, Yuqiu and Yin, Baocai},
  year = {2024},
  journal = {IEEE Transactions on Information Forensics and Security},
  volume = {19},
  pages = {3210--3225},
  issn = {1556-6013},
  doi = {10.1109/TIFS.2024.3360880},
}

2023

PR

Temporal Sparse Adversarial Attack on Sequence-Based Gait Recognition

Ziwen He, Wei Wang, Jing Dong, and 1 more author

Pattern Recognition, Sep 2023

@article{heTemporalSparseAdversarial2023,
  title = {Temporal Sparse Adversarial Attack on Sequence-Based Gait Recognition},
  author = {He, Ziwen and Wang, Wei and Dong, Jing and Tan, Tieniu},
  year = {2023},
  month = sep,
  journal = {Pattern Recognition},
  volume = {133},
  pages = {109028},
  issn = {00313203},
  doi = {10.1016/j.patcog.2022.109028},
}

中国科学

面向联邦学习的对抗样本投毒攻击

王波, 代晓蕊, 王伟, and 3 more authors

中国科学：信息科学, Mar 2023

@article{WangBoLianBang2023,
  title = {面向联邦学习的对抗样本投毒攻击},
  author = {{王波} and {代晓蕊} and {王伟} and {于菲} and {魏飞} and {赵梦楠}},
  year = {2023},
  month = mar,
  journal = {中国科学：信息科学},
  volume = {53},
  number = {3},
  pages = {470--484},
  issn = {1674-7267},
  doi = {10.1360/SSI-2022-0116},
}

ACM MM

Context-Aware Talking-Head Video Editing

Songlin Yang, Wei Wang, Jun Ling, and 3 more authors

In Proceedings of the 31st ACM International Conference on Multimedia, Oct 2023

@inproceedings{yangContextAwareTalkingHeadVideo2023,
  title = {Context-{{Aware Talking-Head Video Editing}}},
  booktitle = {Proceedings of the 31st {{ACM International Conference}} on {{Multimedia}}},
  author = {Yang, Songlin and Wang, Wei and Ling, Jun and Peng, Bo and Tan, Xu and Dong, Jing},
  year = {2023},
  month = oct,
  pages = {7718--7727},
  publisher = {ACM},
  doi = {10.1145/3581783.3611765},
  isbn = {9798400701085},
}

ICASSP

Designing a 3D-Aware StyleNeRF Encoder for Face Editing

Songlin Yang, Wei Wang, Bo Peng, and 1 more author

In ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2023

@inproceedings{yangDesigning3DAwareStyleNeRF2023,
  title = {Designing a {{3D-Aware StyleNeRF Encoder}} for {{Face Editing}}},
  booktitle = {{{ICASSP}} 2023 - 2023 {{IEEE International Conference}} on {{Acoustics}}, {{Speech}} and {{Signal Processing}} ({{ICASSP}})},
  author = {Yang, Songlin and Wang, Wei and Peng, Bo and Dong, Jing},
  year = {2023},
  month = jun,
  pages = {1--5},
  publisher = {IEEE},
  doi = {10.1109/ICASSP49357.2023.10094932},
  isbn = {978-1-72816-327-7},
}

2022

ACM MM

Defeating DeepFakes via Adversarial Visual Reconstruction

Ziwen He, Wei Wang, Weinan Guan, and 2 more authors

In Proceedings of the 30th ACM International Conference on Multimedia, Oct 2022

@inproceedings{heDefeatingDeepFakesAdversarial2022,
  title = {Defeating {{DeepFakes}} via {{Adversarial Visual Reconstruction}}},
  booktitle = {Proceedings of the 30th {{ACM International Conference}} on {{Multimedia}}},
  author = {He, Ziwen and Wang, Wei and Guan, Weinan and Dong, Jing and Tan, Tieniu},
  year = {2022},
  month = oct,
  pages = {2464--2472},
  publisher = {ACM},
  doi = {10.1145/3503161.3547923},
  isbn = {978-1-4503-9203-7},
}

Guided Erasable Adversarial Attack (GEAA) Toward Shared Data Protection

Mengnan Zhao, Bo Wang, Wei Wang, and 3 more authors

IEEE Transactions on Information Forensics and Security, Oct 2022

@article{zhaoGuidedErasableAdversarial2022,
  title = {Guided {{Erasable Adversarial Attack}} ({{GEAA}}) {{Toward Shared Data Protection}}},
  author = {Zhao, Mengnan and Wang, Bo and Wang, Wei and Kong, Yuqiu and Zheng, Tianhang and Ren, Kui},
  year = {2022},
  journal = {IEEE Transactions on Information Forensics and Security},
  volume = {17},
  pages = {2468--2482},
  issn = {1556-6013},
  doi = {10.1109/TIFS.2022.3186791},
}

2021

CVPR

Exploring Adversarial Fake Images on Face Manifold

Dongze Li, Wei Wang, Hongxing Fan, and 1 more author

In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Jun 2021

@inproceedings{liExploringAdversarialFake2021,
  title = {Exploring {{Adversarial Fake Images}} on {{Face Manifold}}},
  booktitle = {Proceedings of the {{IEEE Computer Society Conference}} on {{Computer Vision}} and {{Pattern Recognition}}},
  author = {Li, Dongze and Wang, Wei and Fan, Hongxing and Dong, Jing},
  year = {2021},
  month = jun,
  pages = {5785--5794},
  publisher = {IEEE},
  issn = {10636919},
  doi = {10.1109/CVPR46437.2021.00573},
  isbn = {978-1-66544-509-2},
}

ACM MM

SOGAN: 3D-Aware Shadow and Occlusion Robust GAN for Makeup Transfer

Yueming Lyu, Jing Dong, Bo Peng, and 2 more authors

In MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia, Oct 2021

@inproceedings{lyuSOGAN3DAwareShadow2021,
  title = {{{SOGAN}}: {{3D-Aware Shadow}} and {{Occlusion Robust GAN}} for {{Makeup Transfer}}},
  booktitle = {{{MM}} 2021 - {{Proceedings}} of the 29th {{ACM International Conference}} on {{Multimedia}}},
  author = {Lyu, Yueming and Dong, Jing and Peng, Bo and Wang, Wei and Tan, Tieniu},
  year = {2021},
  month = oct,
  pages = {3601--3609},
  doi = {10.1145/3474085.3475531},
  isbn = {978-1-4503-8651-7},
}

CVPR

MUST-GAN: Multi-level Statistics Transfer for Self-driven Person Image Generation

Tianxiang Ma, Bo Peng, Wei Wang, and 1 more author

In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Jun 2021

@inproceedings{maMUSTGANMultilevelStatistics2021,
  title = {{{MUST-GAN}}: {{Multi-level Statistics Transfer}} for {{Self-driven Person Image Generation}}},
  booktitle = {Proceedings of the {{IEEE Computer Society Conference}} on {{Computer Vision}} and {{Pattern Recognition}}},
  author = {Ma, Tianxiang and Peng, Bo and Wang, Wei and Dong, Jing},
  year = {2021},
  month = jun,
  pages = {13617--13626},
  issn = {10636919},
  doi = {10.1109/CVPR46437.2021.01341},
  isbn = {978-1-66544-509-2},
}

Adversarial Analysis for Source Camera Identification

Bo Wang, Mengnan Zhao, Wei Wang, and 3 more authors

IEEE Transactions on Circuits and Systems for Video Technology, Jun 2021

@article{wangAdversarialAnalysisSource2021,
  title = {Adversarial {{Analysis}} for {{Source Camera Identification}}},
  author = {Wang, Bo and Zhao, Mengnan and Wang, Wei and Dai, Xiaorui and Li, Yi and Guo, Yanqing},
  year = {2021},
  journal = {IEEE Transactions on Circuits and Systems for Video Technology},
  volume = {31},
  number = {11},
  pages = {4174--4186},
  issn = {15582205},
  doi = {10.1109/TCSVT.2020.3047084},
}

Are You Confident That You Have Successfully Generated Adversarial Examples?

Bo Wang, Mengnan Zhao, Wei Wang, and 3 more authors

IEEE Transactions on Circuits and Systems for Video Technology, Jun 2021

@article{wangAreYouConfident2021,
  title = {Are {{You Confident That You Have Successfully Generated Adversarial Examples}}?},
  author = {Wang, Bo and Zhao, Mengnan and Wang, Wei and Wei, Fei and Qin, Zhan and Ren, Kui},
  year = {2021},
  month = jun,
  journal = {IEEE Transactions on Circuits and Systems for Video Technology},
  volume = {31},
  number = {6},
  pages = {2089--2099},
  issn = {1051-8215},
  doi = {10.1109/TCSVT.2020.3017006},
}

2018

Image Forensics Based on Planar Contact Constraints of 3D Objects

Bo Peng, Wei Wang, Jing Dong, and 1 more author

IEEE Transactions on Information Forensics and Security, Feb 2018

@article{pengImageForensicsBased2018,
  title = {Image {{Forensics Based}} on {{Planar Contact Constraints}} of {{3D Objects}}},
  author = {Peng, Bo and Wang, Wei and Dong, Jing and Tan, Tieniu},
  year = {2018},
  month = feb,
  journal = {IEEE Transactions on Information Forensics and Security},
  volume = {13},
  number = {2},
  pages = {377--392},
  publisher = {IEEE},
  issn = {15566013},
  doi = {10.1109/TIFS.2017.2752728},
}

2017

Optimized 3D Lighting Environment Estimation for Image Forgery Detection

Bo Peng, Wei Wang, Jing Dong, and 1 more author

IEEE Transactions on Information Forensics and Security, Feb 2017

@article{pengOptimized3DLighting2017,
  title = {Optimized {{3D}} Lighting Environment Estimation for Image Forgery Detection},
  author = {Peng, Bo and Wang, Wei and Dong, Jing and Tan, Tieniu},
  year = {2017},
  month = feb,
  journal = {IEEE Transactions on Information Forensics and Security},
  volume = {12},
  number = {2},
  pages = {479--494},
  publisher = {IEEE},
  issn = {15566013},
  doi = {10.1109/TIFS.2016.2623589},
}

2014

Exploring DCT Coefficient Quantization Effects for Local Tampering Detection

Wei Wang, Jing Dong, and Tieniu Tan

IEEE Transactions on Information Forensics and Security, Oct 2014

@article{wangExploringDCTCoefficient2014,
  title = {Exploring {{DCT}} Coefficient Quantization Effects for Local Tampering Detection},
  author = {Wang, Wei and Dong, Jing and Tan, Tieniu},
  year = {2014},
  month = oct,
  journal = {IEEE Transactions on Information Forensics and Security},
  volume = {9},
  number = {10},
  pages = {1653--1666},
  publisher = {IEEE},
  issn = {15566013},
  doi = {10.1109/TIFS.2014.2345479},
}