Ajian Liu

Orcid: 0000-0002-7788-9368

Affiliations:

Chinese Academy of Sciences, MAIS, CASIA, Institute of Automation, Beijing, China
University of Chinese Academy of Sciences, UCAS, School of Artificial Intelligence, Beijing, China
Macau University of Science and Technology, School of Computer Science and Engineering, Faculty of Innovation Engineering, Macau (PhD 2021)

According to our database¹, Ajian Liu authored at least 78 papers between 2018 and 2026.

Collaborative distances:

Dijkstra number² of four.
Erdős number³ of four.

Timeline

Legend:

Book In proceedings Article PhD thesis Dataset Other

Bibliography

2026

ICPE-FAS: Instance and Category Prompts Engineering for Generalizable Face Anti-Spoofing.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., June, 2026

HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection.

[BibT_eX]

[DOI]

CoRR, May, 2026

AGC: Adaptive Geodesic Correction for Adversarial Robustness on Vision-Language Models.

[BibT_eX]

[DOI]

CoRR, May, 2026

PointCSP: Cross-Sample Semantic Propagation and Stability Preservation in Self-Supervised Point Cloud Learning.

[BibT_eX]

[DOI]

CoRR, May, 2026

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

[BibT_eX]

[DOI]

Mach. Intell. Res., April, 2026

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

[BibT_eX]

[DOI]

Mach. Intell. Res., April, 2026

UniAttack: Unified Physical-Digital Face Attack Detection.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., March, 2026

From Intuition to Investigation: A Tool-Augmented Reasoning MLLM Framework for Generalizable Face Anti-Spoofing.

[BibT_eX]

[DOI]

CoRR, March, 2026

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

[BibT_eX]

[DOI]

IEEE Trans. Multim., 2026

CoGA: A Collaborative Gray-Box Adversarial Attack for Multimodal Language Models.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2026

HySpeFAS: A Hyperspectral Face Anti-Spoofing Dataset Based on Snapshot Compressive Imaging.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2026

Context-aware knowledge distillation for anomaly detection.

[BibT_eX]

[DOI]

Knowl. Based Syst., 2026

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

[BibT_eX]

[DOI]

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

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

[BibT_eX]

[DOI]

CoRR, December, 2025

Knowledge Distillation-Based Anomaly Detection via Adaptive Discrepancy Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Ind. Informatics, September, 2025

Reliable and Balanced Transfer Learning for Generalized Multimodal Face Anti-Spoofing.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., September, 2025

Veritas: Generalizable Deepfake Detection via Pattern-Aware Reasoning.

[BibT_eX]

[DOI]

CoRR, August, 2025

DDL: A Dataset for Interpretable Deepfake Detection and Localization in Real-World Scenarios.

[BibT_eX]

[DOI]

CoRR, June, 2025

Your Classifier Can Do More: Towards Bridging the Gaps in Classification, Robustness, and Generation.

[BibT_eX]

[DOI]

CoRR, May, 2025

Benchmarking Unified Face Attack Detection via Hierarchical Prompt Tuning.

[BibT_eX]

[DOI]

CoRR, May, 2025

MLLM-Enhanced Face Forgery Detection: A Vision-Language Fusion Solution.

[BibT_eX]

[DOI]

CoRR, May, 2025

SUEDE:Shared Unified Experts for Physical-Digital Face Attack Detection Enhancement.

[BibT_eX]

[DOI]

CoRR, April, 2025

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

[BibT_eX]

[DOI]

CoRR, April, 2025

Vision Transformer With Relation Exploration for Pedestrian Attribute Recognition.

[BibT_eX]

[DOI]

IEEE Trans. Multim., 2025

Toward Generalized Iris Presentation Attack Detection: A Mask-and-Distill Mixture of Experts Approach.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2025

FA<sup>3</sup>-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2025

Visual Prompt Flexible-Modal Face Anti-Spoofing.

[BibT_eX]

[DOI]

IEEE Trans. Dependable Secur. Comput., 2025

Dual-Teacher Guided Denoising Distillation for Anomaly Detection.

[BibT_eX]

[DOI]

IEEE Access, 2025

Dynamic Analysis and Adaptive Discriminator for Fake News Detection.

[BibT_eX]

[DOI]

Proceedings of the 33rd ACM International Conference on Multimedia, 2025

PESTalk: Speech-Driven 3D Facial Animation with Personalized Emotional Styles.

[BibT_eX]

[DOI]

Proceedings of the 33rd ACM International Conference on Multimedia, 2025

SUEDE: Shared Unified Experts for Physical- Digital Face Attack Detection Enhancement.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Multimedia and Expo, 2025

TASAR: Transfer-based Attack on Skeletal Action Recognition.

[BibT_eX]

[DOI]

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

Recover and Match: Open-Vocabulary Multi-Label Recognition through Knowledge-Constrained Optimal Transport.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

MFNet: Mamba-Driven Feature Fusion for Human Parsing.

[BibT_eX]

[DOI]

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

DRAge: Dynamic Routing Mixture of Experts for Facial Age Estimation.

[BibT_eX]

[DOI]

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

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

Mixture-of-Attack-Experts with Class Regularization for Unified Physical-Digital Face Attack Detection.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

CA-MoEiT: Generalizable Face Anti-spoofing via Dual Cross-Attention and Semi-fixed Mixture-of-Expert.

[BibT_eX]

[DOI]

Ajian Liu

Int. J. Comput. Vis., November, 2024

Surveillance Face Anti-Spoofing.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2024

TASAR: Transferable Attack on Skeletal Action Recognition.

[BibT_eX]

[DOI]

CoRR, 2024

DAAD: Dynamic Analysis and Adaptive Discriminator for Fake News Detection.

[BibT_eX]

[DOI]

CoRR, 2024

A Unified Framework for Iris Anti-Spoofing: Introducing IrisGeneral Dataset and Masked-MoE Method.

[BibT_eX]

[DOI]

CoRR, 2024

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

[BibT_eX]

[DOI]

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

HideMIA: Hidden Wavelet Mining for Privacy-Enhancing Medical Image Analysis.

[BibT_eX]

[DOI]

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

Unified Physical-Digital Face Attack Detection.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

La-SoftMoE CLIP for Unified Physical-Digital Face Attack Detection.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Joint Conference on Biometrics, 2024

CPL-CLIP: Compound Prompt Learning for Flexible-Modal Face Anti-Spoofing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Joint Conference on Biometrics, 2024

VL-FAS: Domain Generalization via Vision-Language Model For Face Anti-Spoofing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2024

Unified Physical-Digital Attack Detection Challenge.

[BibT_eX]

[DOI]

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

CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-Spoofing.

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

Multi-Domain Incremental Learning for Face Presentation Attack Detection.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

FM-ViT: Flexible Modal Vision Transformers for Face Anti-Spoofing.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2023

Flexible-Modal Face Anti-Spoofing: A Benchmark.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Wild Face Anti-Spoofing Challenge 2023: Benchmark and Results.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Attack-Agnostic Deep Face Anti-Spoofing.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Surveillance Face Presentation Attack Detection Challenge.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022

Cross-Batch Hard Example Mining With Pseudo Large Batch for ID vs. Spot Face Recognition.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2022

Contrastive Context-Aware Learning for 3D High-Fidelity Mask Face Presentation Attack Detection.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2022

Exploring the Limits of Hard Example Mining for ID Document to Selfie Matching.

[BibT_eX]

[DOI]

IEEE Trans. Biom. Behav. Identity Sci., 2022

MA-ViT: Modality-Agnostic Vision Transformers for Face Anti-Spoofing.

[BibT_eX]

[DOI]

Ajian Liu

Yanyan Liang

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Disentangling Facial Pose and Appearance Information for Face Anti-spoofing.

[BibT_eX]

[DOI]

Proceedings of the 26th International Conference on Pattern Recognition, 2022

2021

Face Anti-Spoofing via Adversarial Cross-Modality Translation.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2021

Cross-ethnicity face anti-spoofing recognition challenge: A review.

[BibT_eX]

[DOI]

IET Biom., 2021

CASIA-SURF CeFA: A Benchmark for Multi-modal Cross-ethnicity Face Anti-spoofing.

[BibT_eX]

[DOI]

Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2021

3D High-Fidelity Mask Face Presentation Attack Detection Challenge.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

2020

CASIA-SURF: A Large-Scale Multi-Modal Benchmark for Face Anti-Spoofing.

[BibT_eX]

[DOI]

IEEE Trans. Biom. Behav. Identity Sci., 2020

Cross-ethnicity Face Anti-spoofing Recognition Challenge: A Review.

[BibT_eX]

[DOI]

CoRR, 2020

CASIA-SURF CeFA: A Benchmark for Multi-modal Cross-ethnicity Face Anti-spoofing.

[BibT_eX]

[DOI]

CoRR, 2020

3DPC-Net: 3D Point Cloud Network for Face Anti-spoofing.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Joint Conference on Biometrics, 2020

2019

Static and Dynamic Fusion for Multi-modal Cross-ethnicity Face Anti-spoofing.

[BibT_eX]

[DOI]

CoRR, 2019

Person Re-Identification via Feature Representation Learning Based on Verification Sample Constrain.

[BibT_eX]

[DOI]

Proceedings of the 2019 International Conference on Machine Learning and Cybernetics, 2019

A Dataset and Benchmark for Large-Scale Multi-Modal Face Anti-Spoofing.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

Multi-Modal Face Anti-Spoofing Attack Detection Challenge at CVPR2019.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

2018

CASIA-SURF: A Dataset and Benchmark for Large-scale Multi-modal Face Anti-spoofing.

[BibT_eX]

[DOI]

CoRR, 2018

Ajian Liu

Timeline

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