Imagen de Portada

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

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Zhang, Haoyuan, Wang, Keyao, Zhang, Guosheng, Yue, Haixiao, Tan, Zhiwen, Peng, Siran, Zhang, Tianshuo, Tan, Xiao, Chen, Kunbin, He, Wei, Wang, Jingdong, Liu, Ajian, Zhu, Xiangyu, Lei, Zhen
Formato:	Preprint
Publicado:	2026
Materias:	Computer Vision and Pattern Recognition Artificial Intelligence
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models
por: Zhang, Guosheng, et al.
Publicado: (2025)

MLLM-Enhanced Face Forgery Detection: A Vision-Language Fusion Solution
por: Peng, Siran, et al.
Publicado: (2025)

Combating Visual Neglect and Semantic Drift in Large Multimodal Models for Enhanced Cross-Modal Retrieval
por: Zhang, Guosheng, et al.
Publicado: (2026)

Direct Discrepancy Replay: Distribution-Discrepancy Condensation and Manifold-Consistent Replay for Continual Face Forgery Detection
por: Zhang, Tianshuo, et al.
Publicado: (2026)

Unifying Locality of KANs and Feature Drift Compensation Projection for Data-free Replay based Continual Face Forgery Detection
por: Zhang, Tianshuo, et al.
Publicado: (2025)

Spoof Trace Discovery for Deep Learning Based Explainable Face Anti-Spoofing
por: Zhang, Haoyuan, et al.
Publicado: (2024)

WMamba: Wavelet-based Mamba for Face Forgery Detection
por: Peng, Siran, et al.
Publicado: (2025)

DevFD: Developmental Face Forgery Detection by Learning Shared and Orthogonal LoRA Subspaces
por: Zhang, Tianshuo, et al.
Publicado: (2025)

DiffusionFF: A Diffusion-based Framework for Joint Face Forgery Detection and Fine-Grained Artifact Localization
por: Peng, Siran, et al.
Publicado: (2025)

Modeling Spoof Noise by De-spoofing Diffusion and its Application in Face Anti-spoofing
por: Zhang, Bin, et al.
Publicado: (2024)

ALoRE: Efficient Visual Adaptation via Aggregating Low Rank Experts
por: Du, Sinan, et al.
Publicado: (2024)

S2TD-Face: Reconstruct a Detailed 3D Face with Controllable Texture from a Single Sketch
por: Wang, Zidu, et al.
Publicado: (2024)

3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation
por: Wang, Zidu, et al.
Publicado: (2023)

CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing
por: Liu, Ajian, et al.
Publicado: (2024)

Veritas: Generalizable Deepfake Detection via Pattern-Aware Reasoning
por: Tan, Hao, et al.
Publicado: (2025)

A Unified Framework for Iris Anti-Spoofing: Introducing Iris Anti-Spoofing Cross-Domain-Testing Protocol and Masked-MoE Method
por: Zou, Hang, et al.
Publicado: (2024)

Benchmarking Vision Foundation Models for Domain-Generalizable Face Anti-Spoofing
por: Feng, Mika, et al.
Publicado: (2026)

UPA: Unsupervised Prompt Agent via Tree-Based Search and Selection
por: Peng, Siran, et al.
Publicado: (2026)

PA-FAS: Towards Interpretable and Generalizable Multimodal Face Anti-Spoofing via Path-Augmented Reinforcement Learning
por: Ma, Yingjie, et al.
Publicado: (2025)

Advancing Cross-Domain Generalizability in Face Anti-Spoofing: Insights, Design, and Metrics
por: Kim, Hyojin, et al.
Publicado: (2024)

Supervised Contrastive Learning for Snapshot Spectral Imaging Face Anti-Spoofing
por: Song, Chuanbiao, et al.
Publicado: (2024)

FaceShield: Explainable Face Anti-Spoofing with Multimodal Large Language Models
por: Wang, Hongyang, et al.
Publicado: (2025)

Harnessing Chain-of-Thought Reasoning in Multimodal Large Language Models for Face Anti-Spoofing
por: Zhang, Honglu, et al.
Publicado: (2025)

Test-Time Domain Generalization for Face Anti-Spoofing
por: Zhou, Qianyu, et al.
Publicado: (2024)

Learning Unknown Spoof Prompts for Generalized Face Anti-Spoofing Using Only Real Face Images
por: Jiang, Fangling, et al.
Publicado: (2025)

One Ring to Rule Them All: Unifying Group-Based RL via Dynamic Power-Mean Geometry
por: Zhao, Weisong, et al.
Publicado: (2026)

Principles of Designing Robust Remote Face Anti-Spoofing Systems
por: Xu, Xiang, et al.
Publicado: (2024)

Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing
por: Li, Zhuowei, et al.
Publicado: (2025)

HoliAntiSpoof: Audio LLM for Holistic Speech Anti-Spoofing
por: Xu, Xuenan, et al.
Publicado: (2026)

Domain Generalization for Face Anti-spoofing via Content-aware Composite Prompt Engineering
por: Guo, Jiabao, et al.
Publicado: (2025)

Improving Short Utterance Anti-Spoofing with AASIST2
por: Zhang, Yuxiang, et al.
Publicado: (2023)

The Impact of Audio Watermarking on Audio Anti-Spoofing Countermeasures
por: Zhang, Zhenshan, et al.
Publicado: (2025)

SLIP: Spoof-Aware One-Class Face Anti-Spoofing with Language Image Pretraining
por: Huang, Pei-Kai, et al.
Publicado: (2025)

Gradient Alignment for Cross-Domain Face Anti-Spoofing
por: Le, Binh M., et al.
Publicado: (2024)

Optimizing DINOv2 with Registers for Face Anti-Spoofing
por: Feng, Mika, et al.
Publicado: (2025)

Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-Spoofing
por: Lin, Xun, et al.
Publicado: (2024)

La-SoftMoE CLIP for Unified Physical-Digital Face Attack Detection
por: Zou, Hang, et al.
Publicado: (2024)

SARSpoof: A South Asian Face Anti-Spoofing Dataset
por: Mejba, Raoha Bin
Publicado: (2024)

Leveraging Intermediate Features of Vision Transformer for Face Anti-Spoofing
por: Feng, Mika, et al.
Publicado: (2025)

Recover and Match: Open-Vocabulary Multi-Label Recognition through Knowledge-Constrained Optimal Transport
por: Tan, Hao, et al.
Publicado: (2025)