Hui Ma

According to our database, Hui Ma authored at least 22 papers between 2007 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

StegaFFD: Privacy-preserving Face Forgery Detection via Fine-grained Steganographic Domain Lifting.

Guoqing Ma, Xun Lin, Hui Ma, Ajian Liu, Yizhong Liu, Wenzhong Tang, Shan Yu, Chenqi Kong, Yi Yu

Mach. Intell. Res., April, 2026

CM-CLIP: Few-shot Cross-modal Generalization for Face Anti-spoofing via Prompt Learning.

Hui Ma, Ajian Liu, Xun Lin, Hugo Jair Escalante, Isabelle Guyon, Jun Wan, Zhen Lei, Yanyan Liang

Mach. Intell. Res., April, 2026

SVC 2026: the Second Multimodal Deception Detection Challenge and the First Domain Generalized Remote Physiological Measurement Challenge.

Dongliang Zhu, Zhiyi Niu, Bo Zhao, Jiajian Huang, Shuo Ye, Xun Lin, Hui Ma, Taorui Wang, Jiayu Zhang, Chunmei Zhu, Junzhe Cao, Yingjie Ma, Rencheng Song, Albert Clapés, Sergio Escalera, Dan Guo, Zitong Yu

CoRR, April, 2026

DecepGPT: Schema-Driven Deception Detection with Multicultural Datasets and Robust Multimodal Learning.

Jiajian Huang, Dongliang Zhu, Zitong Yu, Hui Ma, Jiayu Zhang, Chunmei Zhu, Xiaochun Cao

CoRR, March, 2026

Domain Generalization for Face Anti-Spoofing via Content-Aware Composite Prompt Engineering.

Jiabao Guo, Ajian Liu, Yunfeng Diao, Jin Zhang, Hui Ma, Bo Zhao, Richang Hong, Meng Wang

IEEE Trans. Multim., 2026

PointMC: Multi-view Consistent Encoding and Center-Global Feature Fusion for Point Clouds Understanding.

Xinxing Yu, Ajian Liu, Sunyuan Qiang, Yuzhong Wang, Hui Ma, Yanyan Liang

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

Spoofing-aware Prompt Learning for Unified Physical-Digital Facial Attack Detection.

Jiabao Guo, Yadian Wang, Hui Ma, Yuhao Fu, Ju Jia, Hui Liu, Shengeng Tang, Lechao Cheng, Yunfeng Diao, Ajian Liu

CoRR, December, 2025

Knowledge Distillation-Based Anomaly Detection via Adaptive Discrepancy Optimization.

Ning Li, Ajian Liu, Zhenwei Zhu, Xuxin Lin, Hui Ma, Hong-Ning Dai, Yanyan Liang

IEEE Trans. Ind. Informatics, September, 2025

Benchmarking Unified Face Attack Detection via Hierarchical Prompt Tuning.

Ajian Liu, Haocheng Yuan, Xiao Guo, Hui Ma, Wanyi Zhuang, Changtao Miao, Yan Hong, Chuanbiao Song, Jun Lan, Qi Chu, Tao Gong, Yanyan Liang, Weiqiang Wang, Jun Wan, Xiaoming Liu, Zhen Lei

CoRR, May, 2025

FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection.

Yongze Li, Ning Li, Ajian Liu, Hui Ma, Liying Yang, Xihong Chen, Zhiyao Liang, Yanyan Liang, Jun Wan, Zhen Lei

CoRR, April, 2025

FA³-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection.

Yongze Li, Ning Li, Ajian Liu, Hui Ma, Liying Yang, Xihong Chen, Zhiyao Liang, Yanyan Liang, Jun Wan, Zhen Lei

IEEE Trans. Inf. Forensics Secur., 2025

ID ³ : Identity-Driven Learning Based on 3D Reconstruction and Frame-Level Residual Enhancement for Deepfakes Detection.

Hui Ma, Jin Zhang, Xihong Chen, Wenhao Chu, Jiabao Guo, Junze Zheng, Liying Yang, Yanyan Liang

IET Biom., 2025

Applying Semantic Anchor in Face Anti-Spoofing Detection for Unified Physical-Digital Attacks.

Xu Yang, Qi Zhang, Yaowen Xu, Hui Ma, Zhaofan Zou, Hao Sun

Proceedings of the IEEE/CVF International Conference on Computer Vision, ICCV 2025, 2025

Not All Frame Features are Equal: Video-to-4D Generation via Decoupling Dynamic-Static Features.

Liying Yang, Chen Liu, Zhenwei Zhu, Ajian Liu, Hui Ma, Jian Nong, Yanyan Liang

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

UniAttackData+: Unified Physical-Digital Attack Detection+ Challenge.

Hui Ma, Ajian Liu, Yongze Li, Chuanbiao Song, Xiao Guo, Changtao Miao, Wanyi Zhuang, Junze Zheng, Shunxin Chen, Yan Hong, Jiabao Guo, Jiankang Deng, Jun Lan, Weiqiang Wang, Tao Gong, Qi Chu, Sergio Escalera, Hugo Jair Escalante, Xiaoming Liu, Zhen Lei, Isabelle Guyon, Yanyan Liang, Jun Wan

Proceedings of the IEEE/CVF International Conference on Computer Vision, ICCV 2025, 2025

Spoofing-aware Prompt Learning for Unified Physical-Digital Facial Attack Detection.

Jiabao Guo, Yadian Wang, Hui Ma, Yuhao Fu, Ju Jia, Hui Liu, Shengeng Tang, Lechao Cheng, Yufeng Diao, Ajian Liu

Proceedings of the IEEE/CVF International Conference on Computer Vision, ICCV 2025, 2025

CrossGAP: Unified Face Anti-Spoofing via Cross-Modal Global-Aware Prompting.

Xihong Chen, Yutong Xie, Hui Ma, Ning Li, Yanyan Liang, Jiabao Guo

Proceedings of the IEEE/CVF International Conference on Computer Vision, ICCV 2025, 2025

Domain Generalization in Face Anti-Spoofing Based on Vision-Language Semantic Awareness.

Fengmei Liang, Jin Zhang, Yanlong Jia, Hui Ma, Yanyan Liang

Proceedings of the Biometric Recognition - 19th Chinese Conference, 2025

2024

FM-CLIP: Flexible Modal CLIP for Face Anti-Spoofing.

Ajian Liu, Hui Ma, Junze Zheng, Haocheng Yuan, Xiaoyuan Yu, Yanyan Liang, Sergio Escalera, Jun Wan, Zhen Lei

Proceedings of the 32nd ACM International Conference on Multimedia, MM 2024, Melbourne, VIC, Australia, 28 October 2024, 2024

Joint Physical-Digital Facial Attack Detection Via Simulating Spoofing Clues.

Xianhua He, Dashuang Liang, Song Yang, Zhanlong Hao, Hui Ma, Binjie Mao, Xi Li, Yao Wang, Pengfei Yan, Ajian Liu

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

Semantic Segmentation Active Learning with Scene Coverage CoreSet.

Hailun Liang, Sunyuan Qiang, Hui Ma, Jun Wan, Yanyan Liang

Proceedings of the Biometric Recognition - 18th Chinese Conference, 2024

2007

Applications of Complete Orthogonal V-system with Multiresolution Property.

Xiaochun Wang, Yanyan Liang, Hui Ma, Ruixia Song

Proceedings of the 10th International Conference on Computer-Aided Design and Computer Graphics, 2007