Research
I am broadly interested in AI security, multimedia forensics, and machine learning. My current research focuses on secure face recognition, fake news detection, multimedia content forgery detection, transfer learning (domain adaptation/generalization) as well as its application.
Updates
I am looking for motivated PhD/RA with an interest in Efficient AI Hardware Acceleration/AIGC detection. Please feel free to drop me an email if you are interested in working with me. All emails/CVs will be carefully read and evaluated, but only matched candidates will be responded.
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Selected Publications
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Target-agnostic Source-free Domain Adaptation for Regression Tasks
Tianlang He, Zhiqiu Xia, Jierun Chen, Haoliang Li, and S.-H. Gary Chan
ICDE, 2024
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Robust Domain Misinformation Detection via Multi-modal Feature Alignment
Hui Liu, Wenya Wang, Hao Sun, Anderson Rocha, and Haoliang Li
IEEE Transactions on Information Forensics and Security, 2023
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Evolving Domain Generalization via Latent Structure-Aware Sequential Autoencoder
Tiexin Qin, Shiqi Wang and Haoliang Li
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023
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Privacy-Preserving Constrained Domain Generalization via Gradient Alignment
Chris Xing Tian, Haoliang Li, Yufei Wang and Shiqi Wang
IEEE Transactions on Knowledge and Data Engineering, 2023
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Hierarchical Information Enhanced Traffic Forecasting
Qian Ma, Zijian Zhang, Xiangyu Zhao, Haoliang Li, Hongwei Zhao, Yiqi Wang, Zitao Liu and Wanyu Wang
CIKM, 2023
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Rehearsal-Free Domain Continual Face Anti-Spoofing: Generalize More and Forget Less
Rizhao Cai, Yawen Cui, Zhi Li, Zitong Yu, Haoliang Li, Yongjian Hu, Alex C. Kot
ICCV, 2023
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Cross-Domain Object Classification Via Successive Subspace Alignment
Kecheng Chen, Haoliang Li, Hong Yan
ICASSP, 2023
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Two-Branch Multi-Scale Deep Neural Network for Generalized Document Recapture Attack Detection
Jiaxing Li, Chenqi Kong, Shiqi Wang, Haoliang Li
ICASSP, 2023
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Interpretable Multimodal Misinformation Detection with Logic Reasoning
Hui Liu, Wenya Wang, Haoliang Li
Findings of ACL, 2023
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Temporal Coherent Test Time Optimization for Robust Video Classification
Chenyu Yi, Siyuan Yang, Yufei Wang, Haoliang Li, Yap-peng Tan, Alex Kot
ICLR, 2023
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Disentangled Feature Representation for Few-shot Image Classification
Hao Cheng, Yufei Wang, Haoliang Li, Alex C. Kot, Bihan Wen
IEEE Transactions on Neural Networks and Learning Systems, 2023
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Dynamic Expert-Knowledge Ensemble for Generalizable Video Quality Assessment
Pengfei Chen, Leida Li, Haoliang Li, Jinjian Wu, Weisheng Dong, Guangming Shi
IEEE Transactions on Circuits and Systems for Video Technology, 2022
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Towards Domain Generalized Pruning by Scoring Out-of-Distribution Importance
Rizhao Cai, Haoliang Li, Alex C. Kot
NeurIPS 2022 Workshop on Distribution Shifts, 2022
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Towards Multi-Modal Sarcasm Detection via Hierarchical Congruity Modeling with Knowledge Enhancement
Hui Liu, Wenya Wang, Haoliang Li
EMNLP, 2022 (Long Paper)
Project Page
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Beyond the Pixel World: A Novel Acoustic-based Face Anti-Spoofing System for Smartphones
Chenqi Kong, Kexin Zhang, Shiqi Wang, Anderson Rocha, Haoliang Li
IEEE Transactions on Information Forensics and Security, 2022
Project Page
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Domain-invariant Feature Exploration for Domain Generalization
Wang Lu, Jindong Wang, Haoliang Li, Yiqiang Chen, Xing Xie
TMLR, 2022
Openreview Link
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Variational Disentanglement for Domain Generalization
Yufei Wang,
Haoliang Li,
Hao Cheng,
Bihan Wen,
Lap-Pui Chau,
Alex Kot
TMLR, 2022
Openreview Link
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Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder
Tiexin Qin,
Shiqi Wang,
Haoliang Li
ICML, 2022
Project Page
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Rethinking Attention-Model Explainability through Faithfulness Violation Test
Yibing Liu,
Haoliang Li,
Yangyang Guo,
Chenqi Kong,
Jing Li,
Shiqi Wang
ICML, 2022
Project Page
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One-Class Knowledge Distillation for Face Presentation Attack Detection
Zhi Li,
Rizhao Cai,
Haoliang Li,
Kwok-Yan Lam,
Yongjian Hu,
Alex C. Kot
IEEE Transactions on Information Forensics and Security, 2022
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Benchmarking Single-Image Reflection Removal Algorithms
Renjie Wan,
Boxin Shi,
Haoliang Li,
Yuchen Hong,
Lingyu Duan,
Alex C. Kot
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022
Project Page
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Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-level Telltales
Chenqi Kong,
Baoliang Chen,
Haoliang Li,
Shiqi Wang,
Anderson Rocha,
Sam Kwong
IEEE Transactions on Information Forensics and Security, 2022
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Neuron Coverage-Guided Domain Generalization
Chris Xing Tian,
Haoliang Li,
Xiaofei Xie,
Yang Liu,
Shiqi Wang
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022
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Learning Meta Pattern for Face Anti-Spoofing
Rizhao Cai,
Zhi Li,
Renjie Wan,
Haoliang Li,
Yongjian Hu,
Alex C. Kot.
IEEE Transactions on Information Forensics and Security, 2022
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Low-Light Image Enhancement with Normalizing Flow
Yufei Wang,
Renjie Wan,
Wenhan Yang,
Haoliang Li,
Lap-Pui Chau,
Alex C. Kot
AAAI, 2022
Project Page
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Benchmarking the Robustness of Spatial-Temporal Models Against Corruptions
Chenyu Yi*,
Siyuan Yang*,
Haoliang Li,
Yap-Peng Tan,
Alex C. Kot
NeurIPS, 2021
Project Page
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Asymmetric Modality Translation For Face Presentation Attack Detection
Zhi Li,
Haoliang Li,
Xin Luo,
Yongjian Hu,
Kwok-Yan Lam,
Alex C. Kot
IEEE Transactions on Multimedia, 2021
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Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowledge Distillation
Yufei Wang,
Haoliang Li,
Lap-Pui Chau,
Alex C. Kot
ACM MM, 2021
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No-Reference Screen Content Image Quality Assessment With Unsupervised Domain Adaptation
Baoliang Chen,
Haoliang Li,
Hongfei Fan,
Shiqi Wang
IEEE Transactions on Image Processing, 2021
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Appearance Matters, So Does Audio: Revealing the Hidden Face via Cross-Modality Transfer
Chenqi Kong,
Baoliang Chen,
Wenhan Yang,
Haoliang Li,
Peilin Chen,
Shiqi Wang.
IEEE Transactions on Circuits and Systems for Video Technology, 2021
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Camera Invariant Feature Learning for Generalized Face Anti-spoofing
Baoliang Chen,
Wenhan Yang,
Haoliang Li,
Shiqi Wang,
Sam Kwong.
IEEE Transactions on Information Forensics and Security, 2021
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DRL-FAS: A Novel Framework Based on Deep Reinforcement Learning for Face Anti-Spoofing
Rizhao Cai,
Haoliang Li,
Shiqi Wang,
Changsheng Chen,
Alex C. Kot.
IEEE Transactions on Information Forensics and Security, 2021
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CoRRN: Cooperative Reflection Removal Network
Renjie Wan,
Boxin Shi
Haoliang Li,
Ling-Yu Duan,
Ah-Hwee Tan,
Alex C. Kot.
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020
Code (Github)
Reflection Image Dataset (RID)
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Domain Generalization for Medical Imaging Classification with Linear-Dependency Regularization
Haoliang Li,
Yufei Wang,
Renjie Wan,
Shiqi Wang,
Tie-qiang Li,
Alex C. Kot.
NeurIPS 2020
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Heterogeneous domain generalization via domain mixup
Yufei Wang,
Haoliang Li,
Alex C. Kot.
ICASSP 2020
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Unseen face presentation attack detection with hypersphere loss
Zhi Li,
Haoliang Li,
Kwok-Yan Lam,
Alex C. Kot.
ICASSP 2020
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GMFAD: Towards Generalized Visual Recognition via Multi-Layer Feature Alignment and Disentanglement
Haoliang Li,
Shiqi Wang,
Renjie Wan,
Alex C. Kot.
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020
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Unsupervised Domain Adaptation in the Wild via Disentangling Representation Learning
Haoliang Li,
Renjie Wan,
Shiqi Wang,
Alex C. Kot.
International Journal of Computer Vision, 2020
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Heterogeneous Domain Adaptation via Nonlinear Matrix Factorization
Haoliang Li,
Sinno Jialin Pan,
Shiqi Wang,
Alex C. Kot.
IEEE Transactions on Neural Networks and Learning Systems, 2020
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Face anti-spoofing with deep neural network distillation
Haoliang Li,
Shiqi Wang,
Peisong He,
Anderson Rocha.
IEEE Journal of Selected Topics in Signal Processing , 2020
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Face Image Reflection Removal
Renjie Wan,
Boxin Shi,
Haoliang Li,
Ling-Yu Duan,
Alex C. Kot.
International Journal of Computer Vision, 2020
Dataset
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Frame-wise Detection of Double HEVC Compression by Learning Deep Spatio-temporal Representations in Compression Domain
Peisong He
Haoliang Li,
Hongxia Wang,
Shiqi Wang,
Xinghao Jiang,
Ruimei Zhang.
IEEE Transactions on Multimedia, 2020
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Reflection scene separation from a single image
Renjie Wan,
Boxin Shi,
Haoliang Li,
Ling-Yu Duan,
Alex C. Kot.
CVPR 2020
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Discovering and Incorporating Latent Target-Domains for Domain Adaptation
Haoliang Li,
Wen Li,
Shiqi Wang.
Pattern Recognition, 2020
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Heterogeneous Transfer Learning via Deep Matrix Completion with Adversarial Kernel Embedding
Haoliang Li,
Sinno Jialin Pan,
Renjie Wan,
Alex C. Kot.
AAAI 2019
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Exposing Fake Bitrate Videos Using Hybrid Deep-learning Network from Recompression Error
Peisong He
Haoliang Li,
Bin Li,
Hongxia Wang,
Liang Liu.
IEEE Transactions on Circuits and Systems for Video Technology, 2019
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Multi-Task Mid-Level Feature Alignment Network for Unsupervised Cross-Dataset Person Re-Identification
Shan Lin,
Haoliang Li,
Chang-Tsun Li,
Alex C. Kot.
BMVC 2018
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Domain Generalization with Adversarial Feature Learning
Haoliang Li,
Sinno Jialin Pan,
Shiqi Wang,
Alex C. Kot.
CVPR 2018
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Learning Generalized Deep Feature Representation for Face Anti-Spoofing
Haoliang Li,
Peisong He,
Shiqi Wang,
Anderson Rocha,
Xinghao Jiang,
Alex C. Kot.
IEEE Transactions on Information Forensics and Security, 2018
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Unsupervised Domain Adaptation for Face Anti-spoofing
Haoliang Li,
Wen Li,
Hong Cao,
Shiqi Wang,
Feiyue Huang,
Alex C. Kot.
IEEE Transactions on Information Forensics and Security, 2018
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