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# Corresponding author · * Equal contribution

Generalizing Video DeepFake Detection by Self-generated Audio-Visual Pseudo-Fakes
Zihe Wei, Yuezun Li^#
ACM International Conference on Multimedia (ACM MM), 2026.
Code

Forensics Adapter: Unleashing CLIP for Generalizable Face Forgery Detection
Xinjie Cui, Yuezun Li^#, Delong Zhu, Jiaran Zhou, Junyu Dong, Siwei Lyu
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026.
Code

Boosting Active Defense Persistence: A Two-Stage Defense Framework Combining Interruption and Poisoning Against Deepfake
Hongrui Zheng, Yuezun Li, Liejun Wang, Yunfeng Diao, Zhiqing Guo
IEEE Transactions on Information Forensics and Security (TIFS), 2026.
Code

Optical Flow Matching: Reframing Optical Flow as Continuous Transport Dynamics
Ao Luo, Xin Li, Fan Yang, Yuezun Li, Zhaoquan Yuan, Shan Zhao, Bing Su, Xiao Wu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026. (Oral)
Code

HG-SFDA: HyperGraph Learning Meets Source-free Unsupervised Domain Adaptation
Jinkun Jiang, Qingxuan Lv, Yuezun Li^#, Yong Du, Junyu Dong^#, Sheng Chen, Hui Yu
IEEE Transactions on Image Processing (TIP), 2025.
Code

Hiding Faces in Plain Sight: Defending DeepFakes by Disrupting Face Detection
Delong Zhu, Yuezun Li^#, Baoyuan Wu, Jiaran Zhou, Zhibo Wang, Siwei Lyu
IEEE Transactions On Dependable and Secure Computing (TDSC), 2025. (Extended from ICME 2023)
Code

UWStereo: A Large Synthetic Dataset for Underwater Stereo Matching
Qingxuan Lv, Junyu Dong^#, Yuezun Li^#, Sheng Chen, Hui Yu, Shu Zhang, Wenhan Wang
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2025.
Code

HRGR: Enhancing Image Manipulation Detection via Hierarchical Region-aware Graph Reasoning
Xudong Wang, Jiaran Zhou, Huiyu Zhou, Junyu Dong, Yuezun Li^#
IEEE International Conference on Multimedia & Expo (ICME), 2025.
Code

Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection
Xinjie Cui, Yuezun Li^#, Ao Luo, Jiaran Zhou, Junyu Dong
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2025.
Code

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted
Shuaiwei Yuan, Junyu Dong, Yuezun Li^#
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2025.

Texture, Shape and Order Matter: A New Transformer Design for Sequential DeepFake Detection
Yunfei Li, Yuezun Li^#, Xin Wang, Baoyuan Wu, Jiaran Zhou, Junyu Dong
IEEE Winter Conference on Applications of Computer Vision (WACV), 2025. (Oral)
Code

PhyTracker: An Online Tracker for Phytoplankton
Yang Yu, Qingxuan Lv, Yuezun Li^#, Zhiqiang Wei, Junyu Dong^#
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024.
Code

FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge
Hanzhe Li, Jiaran Zhou, Yuezun Li^#, Baoyuan Wu, Bin Li, Junyu Dong
Annual Conference on Neural Information Processing Systems (NeurIPS), 2024.
Code

DPL: Cross-quality DeepFake Detection via Dual Progressive Learning
Dongliang Zhang, Yunfei Li, Jiaran Zhou, Yuezun Li^#
Asian Conference on Computer Vision (ACCV), 2024.
Code

FastForensics: Efficient Two-Stream Design for Real-Time Image Manipulation Detection
Yangxiang Zhang, Yuezun Li^#, Ao Luo, Jiaran Zhou, Junyu Dong
British Machine Vision Conference (BMVC), 2024.
Code

Mumpy: Multilateral Temporal-view Pyramid Transformer for Video Inpainting Detection
Ying Zhang, Yuezun Li^#, Bo Peng, Jiaran Zhou, Huiyu Zhou, Junyu Dong
British Machine Vision Conference (BMVC), 2024.
Code

DomainForensics: Exposing Face Forgery across Domains via Bi-directional Adaptation
Qingxuan Lv, Yuezun Li^#, Junyu Dong^#, Sheng Chen, Hui Yu, Huiyu Zhou, Shu Zhang
IEEE Transactions on Information Forensics and Security (TIFS), 2024.
Code

COMICS: End-to-end Bi-grained Contrastive Learning for Multi-face Forgery Detection
Cong Zhang, Honggang Qi, Shuhui Wang, Yuezun Li^#, Siwei Lyu
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024.
Code

ForensicsForest Family: A Series of Multi-scale Hierarchical Cascade Forests for Detecting GAN-generated Faces
Jiucui Lu, Jiaran Zhou^#, Junyu Dong, Bin Li, Siwei Lyu, Yuezun Li^#
IEEE Transactions on Information Forensics and Security (TIFS), 2024. (Extended from ICME 2023)
Code

LaFea: Learning Latent Representation beyond Feature for Universal Domain Adaptation
Qingxuan Lv, Yuezun Li^#, Junyu Dong^#, Ziqian Guo.
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023.

Watching the BiG Artifacts: Exposing DeepFake Videos via Bi-Granularity Artifacts
Han Chen^*, Yuezun Li^*, Dongdong Lin, Bin Li, Junqiang Wu.
Pattern Recognition (PR), 2023.

Invisible Backdoor Attack with Sample-Specific Triggers
Yuezun Li, Yiming Li, Baoyuan Wu, Longkang Li, Ran He, Siwei Lyu
IEEE International Conference on Computer Vision (ICCV), 2021.
Code

DeepFake-o-meter: An Open Platform for DeepFake Detection
Yuezun Li, Cong Zhang, Pu Sun, Lipeng Ke, Yan Ju, Honggang Qi, Siwei Lyu
Systematic Approaches to Digital Forensic Engineering (S&P), 2021.

Exposing GAN-generated Faces Using Inconsistent Corneal Specular Highlights
Shu Hu, Yuezun Li, Siwei Lyu
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021.
Code

Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics
Yuezun Li, Xin Yang, Pu Sun, Honggang Qi, Siwei Lyu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
Code

Exploring the Vulnerability of Single Shot Module in Object Detectors via Imperceptible Background Patches
Yuezun Li, Xiao Bian, Ming-Ching Chang, Siwei Lyu
British Machine Vision Conference (BMVC), 2019.

Exposing DeepFake Videos By Detecting Face Warping Artifacts
Yuezun Li, Siwei Lyu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshop on Media Forensics, 2019.
Code

Exposing GAN-synthesized Faces Using Landmark Locations
Xin Yang, Yuezun Li, Honggang Qi, Siwei Lyu
ACM Workshop on Information Hiding and Multimedia Security (IHMMSec), 2019.

Exposing Deep Fakes Using Inconsistent Head Poses
Xin Yang^*, Yuezun Li^*, Siwei Lyu
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019.
Code

Robust Adversarial Perturbation on Deep Proposal-based Models
Yuezun Li, Daniel Tian, Ming-Ching Chang, Xiao Bian, Siwei Lyu
British Machine Vision Conference (BMVC), 2018.
Code

In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking
Yuezun Li, Ming-Ching Chang, Siwei Lyu
IEEE International Workshop on Information Forensics and Security (WIFS), 2018.
Code

2026

Generalizing Video DeepFake Detection by Self-generated Audio-Visual Pseudo-Fakes
Zihe Wei, Yuezun Li^#
ACM International Conference on Multimedia (ACM MM), 2026.
Code

2025

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted
Shuaiwei Yuan, Junyu Dong, Yuezun Li^#
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2025.

2024

DPL: Cross-quality DeepFake Detection via Dual Progressive Learning
Dongliang Zhang, Yunfei Li, Jiaran Zhou, Yuezun Li^#
Asian Conference on Computer Vision (ACCV), 2024.
Code

TPAM: Transferable Perceptual-constrained Adversarial Meshes
Tengjia Kang, Yuezun Li, Jiaran Zhou, Shiqing Xin, Junyu Dong, Changhe Tu
Pacific Graphics (PG), 2024.

Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake Detection
Yuzhen Lin, Wentang Song, Bin Li, Yuezun Li, Jiangqun Ni, Han Chen, Qiushi Li
European Conference on Computer Vision (ECCV), 2024.

FakeTracer: Catching Face-swap DeepFakes via Implanting Traces in Training
Pu Sun, Honggang Qi, Yuezun Li^#, Siwei Lyu
IEEE Transactions on Emerging Topics in Computing (TETC), 2024. (Extended from ICIP2022)
Code

Dynamic Soft Labeling for Visual Semantic Embedding
Jiaao Yu, Yunlai Ding, Junyu Dong, Yuezun Li
ACM International Conference on Multimedia Retrieval (ICMR), 2024.

Multiview Adaptive Attention Pooling for Image-Text Retrieval
Yunlai Ding, Jiaao Yu, Qingxuan Lv, Haoran Zhao, Junyu Dong, Yuezun Li
Knowledge-Based Systems (KBS), 2024.

LandmarkBreaker: A proactive method to obstruct DeepFakes via disrupting facial landmark extraction
Yuezun Li, Pu Sun, Honggang Qi, Siwei Lyu
Computer Vision and Image Understanding (CVIU), 2024. (Extended from WIFS2020)

Enhancing Adversarial Robustness of DNNs via Weight Decorrelation in Training
Cong Zhang, Yuezun Li, Honggang Qi, Siwei Lyu
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024.

AdaNI: Adaptive Noise Injection to Improve Adversarial Robustness
Yuezun Li, Cong Zhang, Honggang Qi, Siwei Lyu
Computer Vision and Image Understanding (CVIU), 2024.
Code

2023

PMOT2023: A large-scale multi-object tracking (MOT) dataset with application to phytoplankton observation
Jiaao Yu, Qingxuan Lv, Yuezun Li^#, Junyu Dong^#, Haoran Zhao, Qiong Li.
Journal of Marine Science and Engineering (JMSE), 2023.

Robust Scene Parsing by Mining Supportive Knowledge from Dataset
Ao Luo, Fan Yang, Xin Li, Yuezun Li, Zhicheng Jiao, Hong Cheng, Siwei Lyu.
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023.

Forensics Forest: Multi-scale Hierarchical Cascade Forest for Detecting GAN-generated Faces
Jiucui Lu, Yuezun Li^#, Jiaran Zhou, Bin Li, Siwei Lyu.
IEEE International Conference on Multimedia and Expo (ICME), 2023. (Oral)

Face Poison: Obstructing DeepFakes by Disrupting Face Detection
Yuezun Li, Jiaran Zhou, Siwei Lyu.
IEEE International Conference on Multimedia and Expo (ICME), 2023.

Improving Transferable Adversarial Attack via Feature-Momentum
Xianglong He, Yuezun Li^#, Haipeng Qu, Junyu Dong.
Computers & Security (COSE), 2023.
Code

Watching the BiG Artifacts: Exposing DeepFake Videos via Bi-Granularity Artifacts
Han Chen^*, Yuezun Li^*, Dongdong Lin, Bin Li, Junqiang Wu.
Pattern Recognition (PR), 2023.

2022

Faketracer: Exposing DeepFakes with Training Data Contamination
Pu Sun, Yuezun Li^#, Honggang Qi, Siwei Lyu.
IEEE Conference on Image Processing (ICIP), 2022.
Code

LandmarkGAN: Synthesizing Faces from Landmarks
Pu Sun^*, Yuezun Li^*, Honggang Qi, Siwei Lyu.
Pattern Recognition Letters (PRL), 2022.
Code

Learning a Deep Dual-level Network for Robust DeepFake Detection
Wenbo Pu, Jing Hu, Xin Wang, Yuezun Li, Shu Hu, Bin Zhu, Qi Song, Xi Wu, Siwei Lyu.
Pattern Recognition (PR), 2022.

Detection-by-Simulation: Exposing DeepFake via Simulating Forgery using Face Reconstruction
Jiaran Zhou and Yuezun Li^#.
IEEE International Conference on Multimedia Information Processing, Retrieval (MIPR), 2022.

2021

Invisible Backdoor Attack with Sample-Specific Triggers
Yuezun Li, Yiming Li, Baoyuan Wu, Longkang Li, Ran He, Siwei Lyu
IEEE International Conference on Computer Vision (ICCV), 2021.
Code

TransRPN: Towards the Transferable Adversarial Perturbations Using Region Proposal Networks and Beyond
Yuezun Li, Ming-Ching Chang, Pu Sun, Honggang Qi, Junyu Dong, Siwei Lyu
Computer Vision and Image Understanding (CVIU), 2021.

DFGC 2021: A DeepFake Game Competition
Bo Peng, Hongxing Fan, Wei Wang, Jing Dong, Yuezun Li, Siwei Lyu, et al.
International Joint Conference on Biometrics (IJCB), 2021.

Imperceptible Adversarial Examples For Fake Image Detection
Quanyu Liao, Yuezun Li, Xin Wang, Bin Kong, Bin Zhu, Siwei Lyu, Youbing Yin, Qi Song, Xi Wu
IEEE Conference on Image Processing (ICIP), 2021.

Landmark Breaker: Obstructing DeepFake By Disturbing Landmark Extraction
Pu Sun^*, Yuezun Li^*, Honggang Qi, Siwei Lyu
IEEE International Workshop on Information Forensics and Security (WIFS), 2020.

Fast Portrait Segmentation with Highly Light-weight Network
Yuezun Li^*, Ao Luo^*, Siwei Lyu
IEEE International Conference on Image Processing (ICIP), 2020.

Graph-to-Graph Energy Minimization for Video Object Segmentation
Yuezun Li^*, Longyin Wen^*, Ming-Ching Chang, Siwei Lyu
IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2019. (Oral)

Exposing DeepFake Videos By Detecting Face Warping Artifacts
Yuezun Li, Siwei Lyu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshop on Media Forensics, 2019.
Code

De-identification Without Losing Faces
Yuezun Li, Siwei Lyu
ACM Workshop on Information Hiding and Multimedia Security (IHMMSec), 2019.

Exposing GAN-synthesized Faces Using Landmark Locations
Xin Yang, Yuezun Li, Honggang Qi, Siwei Lyu
ACM Workshop on Information Hiding and Multimedia Security (IHMMSec), 2019.

Exposing Deep Fakes Using Inconsistent Head Poses
Xin Yang^*, Yuezun Li^*, Siwei Lyu
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019.
Code

Robust Adversarial Perturbation on Deep Proposal-based Models
Yuezun Li, Daniel Tian, Ming-Ching Chang, Xiao Bian, Siwei Lyu
British Machine Vision Conference (BMVC), 2018.
Code

Pixel Offset Regression (POR) for Single-shot Instance Segmentation
Yuezun Li, Xiao Bian, Ming-Ching Chang, Longyin Wen, Siwei Lyu
IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2018.

Generalizable Face Forgery Detection via Separable Prompt Learning
Enrui Yang, Yuezun Li^#
arXiv:2604.17307, 2026.
Code

Detecting Diffusion-generated Images via Dynamic Assembly Forests
Mengxin Fu, Yuezun Li^#
arXiv:2604.09106, 2026.
Code

Off-the-shelf Vision Models Benefit Image Manipulation Localization
Zhengxuan Zhang, Keji Song, Junmin Hu, Ao Luo, Yuezun Li^#
arXiv:2604.09096, 2026.
Code

Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensics
Yuezun Li^#, Delong Zhu, Xinjie Cui, Siwei Lyu
arXiv:2507.18015, 2025.
Code

Texture, Shape, Order, and Relation Matter: A New Transformer Design for Sequential DeepFake Detection
Yunfei Li, Yuezun Li^#, Baoyuan Wu, Junyu Dong, Guopu Zhu, Siwei Lyu
arXiv:2404.13873, 2025 (WACV 2025 extended)
Code

Active Fake: DeepFake Camouflage
Pu Sun, Honggang Qi^#, Yuezun Li^#
arXiv:2409.03200, 2024.

Hiding Faces in Plain Sight: Disrupting AI Face Synthesis with Adversarial Perturbations
Yuezun Li, Xin Yang, Baoyuan Wu, Siwei Lyu
arXiv:1906.09288, 2019 (preliminary version of TDSC 2025)