Rethinking Cross-Domain Evaluation for Face Forgery Detection with Semantic Fine-grained Alignment and Mixture-of-Experts
Fuente:
arXiv
Saved in:
| Main Authors: | Luo, Yuhan, Chen, Tao, Liu, Decheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MGFFD-VLM: Multi-Granularity Prompt Learning for Face Forgery Detection with VLM
by: Chen, Tao, et al.
Published: (2025)
by: Chen, Tao, et al.
Published: (2025)
Imperceptible Face Forgery Attack via Adversarial Semantic Mask
by: Liu, Decheng, et al.
Published: (2024)
by: Liu, Decheng, et al.
Published: (2024)
Federated Face Forgery Detection Learning with Personalized Representation
by: Liu, Decheng, et al.
Published: (2024)
by: Liu, Decheng, et al.
Published: (2024)
MoE-FFD: Mixture of Experts for Generalized and Parameter-Efficient Face Forgery Detection
by: Kong, Chenqi, et al.
Published: (2024)
by: Kong, Chenqi, et al.
Published: (2024)
MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection
by: Zhang, Yaning, et al.
Published: (2024)
by: Zhang, Yaning, et al.
Published: (2024)
Contrastive Desensitization Learning for Cross Domain Face Forgery Detection
by: Qiu, Lingyu, et al.
Published: (2025)
by: Qiu, Lingyu, et al.
Published: (2025)
Mixture-of-Noises Enhanced Forgery-Aware Predictor for Multi-Face Manipulation Detection and Localization
by: Miao, Changtao, et al.
Published: (2024)
by: Miao, Changtao, et al.
Published: (2024)
Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations
by: Liu, Decheng, et al.
Published: (2024)
by: Liu, Decheng, et al.
Published: (2024)
Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection
by: Liang, Jiawei, et al.
Published: (2024)
by: Liang, Jiawei, et al.
Published: (2024)
AIFIND: Artifact-Aware Interpreting Fine-Grained Alignment for Incremental Face Forgery Detection
by: Wang, Hao, et al.
Published: (2026)
by: Wang, Hao, et al.
Published: (2026)
Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization
by: Guo, Xiao, et al.
Published: (2024)
by: Guo, Xiao, et al.
Published: (2024)
Learning to Discover Forgery Cues for Face Forgery Detection
by: Tian, Jiahe, et al.
Published: (2024)
by: Tian, Jiahe, et al.
Published: (2024)
Revisiting Face Forgery Detection: From Facial Representation to Forgery Detection
by: Guo, Zonghui, et al.
Published: (2024)
by: Guo, Zonghui, et al.
Published: (2024)
MFVLR: Multi-domain Fine-grained Vision-Language Reconstruction for Generalizable Diffusion Face Forgery Detection and Localization
by: Zhang, Yaning, et al.
Published: (2026)
by: Zhang, Yaning, et al.
Published: (2026)
LRD-Net: A Lightweight Real-Centered Detection Network for Cross-Domain Face Forgery Detection
by: Zhang, Xuecen, et al.
Published: (2026)
by: Zhang, Xuecen, et al.
Published: (2026)
Fine-Grained DINO Tuning with Dual Supervision for Face Forgery Detection
by: Zhang, Tianxiang, et al.
Published: (2025)
by: Zhang, Tianxiang, et al.
Published: (2025)
StegaFFD: Privacy-Preserving Face Forgery Detection via Fine-Grained Steganographic Domain Lifting
by: Ma, Guoqing, et al.
Published: (2026)
by: Ma, Guoqing, et al.
Published: (2026)
Rethinking Cross-Generator Image Forgery Detection through DINOv3
by: Huang, Zhenglin, et al.
Published: (2025)
by: Huang, Zhenglin, et al.
Published: (2025)
GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross Appearance-Edge Learning
by: Zhang, Yaning, et al.
Published: (2024)
by: Zhang, Yaning, et al.
Published: (2024)
Agent4FaceForgery: Multi-Agent LLM Framework for Realistic Face Forgery Detection
by: Lai, Yingxin, et al.
Published: (2025)
by: Lai, Yingxin, et al.
Published: (2025)
A Sanity Check for Multi-In-Domain Face Forgery Detection in the Real World
by: Cheng, Jikang, et al.
Published: (2025)
by: Cheng, Jikang, et al.
Published: (2025)
Denoising and Alignment: Rethinking Domain Generalization for Multimodal Face Anti-Spoofing
by: Ma, Yingjie, et al.
Published: (2025)
by: Ma, Yingjie, et al.
Published: (2025)
Towards General Visual-Linguistic Face Forgery Detection
by: Sun, Ke, et al.
Published: (2023)
by: Sun, Ke, et al.
Published: (2023)
DomainForensics: Exposing Face Forgery across Domains via Bi-directional Adaptation
by: Lv, Qingxuan, et al.
Published: (2023)
by: Lv, Qingxuan, et al.
Published: (2023)
Cross-modal Full-mode Fine-grained Alignment for Text-to-Image Person Retrieval
by: Yin, Hao, et al.
Published: (2025)
by: Yin, Hao, et al.
Published: (2025)
OmniFD: A Unified Model for Versatile Face Forgery Detection
by: Liu, Haotian, et al.
Published: (2025)
by: Liu, Haotian, et al.
Published: (2025)
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning
by: Foteinopoulou, Niki Maria, et al.
Published: (2024)
by: Foteinopoulou, Niki Maria, et al.
Published: (2024)
SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models
by: Shi, Yichen, et al.
Published: (2024)
by: Shi, Yichen, et al.
Published: (2024)
A Large-scale Universal Evaluation Benchmark For Face Forgery Detection
by: Bei, Yijun, et al.
Published: (2024)
by: Bei, Yijun, et al.
Published: (2024)
Mixture-of-Attack-Experts with Class Regularization for Unified Physical-Digital Face Attack Detection
by: Chen, Shunxin, et al.
Published: (2025)
by: Chen, Shunxin, et al.
Published: (2025)
Is It Possible to Backdoor Face Forgery Detection with Natural Triggers?
by: Han, Xiaoxuan, et al.
Published: (2023)
by: Han, Xiaoxuan, et al.
Published: (2023)
WMamba: Wavelet-based Mamba for Face Forgery Detection
by: Peng, Siran, et al.
Published: (2025)
by: Peng, Siran, et al.
Published: (2025)
Trident: Detecting Face Forgeries with Adversarial Triplet Learning
by: Kara, Mustafa Hakan, et al.
Published: (2025)
by: Kara, Mustafa Hakan, et al.
Published: (2025)
Gradient Alignment for Cross-Domain Face Anti-Spoofing
by: Le, Binh M., et al.
Published: (2024)
by: Le, Binh M., et al.
Published: (2024)
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method
by: Zou, Mian, et al.
Published: (2024)
by: Zou, Mian, et al.
Published: (2024)
Towards General Visual-Linguistic Face Forgery Detection(V2)
by: Sun, Ke, et al.
Published: (2025)
by: Sun, Ke, et al.
Published: (2025)
Generalizable Face Forgery Detection via Separable Prompt Learning
by: Yang, Enrui, et al.
Published: (2026)
by: Yang, Enrui, et al.
Published: (2026)
Exploring Specular Reflection Inconsistency for Generalizable Face Forgery Detection
by: Fei, Hongyan, et al.
Published: (2026)
by: Fei, Hongyan, et al.
Published: (2026)
Learning Natural Consistency Representation for Face Forgery Video Detection
by: Zhang, Daichi, et al.
Published: (2024)
by: Zhang, Daichi, et al.
Published: (2024)
Deep Learning Technology for Face Forgery Detection: A Survey
by: Ma, Lixia, et al.
Published: (2024)
by: Ma, Lixia, et al.
Published: (2024)
Similar Items
-
MGFFD-VLM: Multi-Granularity Prompt Learning for Face Forgery Detection with VLM
by: Chen, Tao, et al.
Published: (2025) -
Imperceptible Face Forgery Attack via Adversarial Semantic Mask
by: Liu, Decheng, et al.
Published: (2024) -
Federated Face Forgery Detection Learning with Personalized Representation
by: Liu, Decheng, et al.
Published: (2024) -
MoE-FFD: Mixture of Experts for Generalized and Parameter-Efficient Face Forgery Detection
by: Kong, Chenqi, et al.
Published: (2024) -
MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection
by: Zhang, Yaning, et al.
Published: (2024)