Copertina

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

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhang, Guosheng, Wang, Keyao, Yue, Haixiao, Liu, Ajian, Zhang, Gang, Yao, Kun, Ding, Errui, Wang, Jingdong
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

From Intuition to Investigation: A Tool-Augmented Reasoning MLLM Framework for Generalizable Face Anti-Spoofing
di: Zhang, Haoyuan, et al.
Pubblicazione: (2026)

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

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

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

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

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

FullAnno: A Data Engine for Enhancing Image Comprehension of MLLMs
di: Hao, Jing, et al.
Pubblicazione: (2024)

LaMI-DETR: Open-Vocabulary Detection with Language Model Instruction
di: Du, Penghui, et al.
Pubblicazione: (2024)

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

OVLW-DETR: Open-Vocabulary Light-Weighted Detection Transformer
di: Wang, Yu, et al.
Pubblicazione: (2024)

Add-SD: Rational Generation without Manual Reference
di: Yang, Lingfeng, et al.
Pubblicazione: (2024)

Denoising and Alignment: Rethinking Domain Generalization for Multimodal Face Anti-Spoofing
di: Ma, Yingjie, et al.
Pubblicazione: (2025)

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

KD-DETR: Knowledge Distillation for Detection Transformer with Consistent Distillation Points Sampling
di: Wang, Yu, et al.
Pubblicazione: (2022)

SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models
di: Shi, Yichen, et al.
Pubblicazione: (2024)

Learning Representation and Synergy Invariances: A Povable Framework for Generalized Multimodal Face Anti-Spoofing
di: Lin, Xun, et al.
Pubblicazione: (2025)

Exploring Task-Solving Paradigm for Generalized Cross-Domain Face Anti-Spoofing via Reinforcement Fine-Tuning
di: Jiang, Fangling, et al.
Pubblicazione: (2025)

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

DiffFAS: Face Anti-Spoofing via Generative Diffusion Models
di: Ge, Xinxu, et al.
Pubblicazione: (2024)

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

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

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

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

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

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

Enhancing Learnable Descriptive Convolutional Vision Transformer for Face Anti-Spoofing
di: Huanga, Pei-Kai, et al.
Pubblicazione: (2025)

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

MMAT-1M: A Large Reasoning Dataset for Multimodal Agent Tuning
di: Gao, Tianhong, et al.
Pubblicazione: (2025)

StrucTexTv3: An Efficient Vision-Language Model for Text-rich Image Perception, Comprehension, and Beyond
di: Lyu, Pengyuan, et al.
Pubblicazione: (2024)

BIG-MoE: Bypass Isolated Gating MoE for Generalized Multimodal Face Anti-Spoofing
di: Ma, Yingjie, et al.
Pubblicazione: (2024)

Towards Unified Multi-granularity Text Detection with Interactive Attention
di: Wan, Xingyu, et al.
Pubblicazione: (2024)

S-Adapter: Generalizing Vision Transformer for Face Anti-Spoofing with Statistical Tokens
di: Cai, Rizhao, et al.
Pubblicazione: (2023)

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

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

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

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

TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing
di: Mu, Lianrui, et al.
Pubblicazione: (2023)

Skim then Focus: Integrating Contextual and Fine-grained Views for Repetitive Action Counting
di: Zhao, Zhengqi, et al.
Pubblicazione: (2024)

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

VRP-SAM: SAM with Visual Reference Prompt
di: Sun, Yanpeng, et al.
Pubblicazione: (2024)