Cover Image

Decoupling Bias, Aligning Distributions: Synergistic Fairness Optimization for Deepfake Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ding, Feng, Yi, Wenhui, Zhou, Yunpeng, He, Xinan, Rao, Hong, Hu, Shu
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Decoupling Forgery Semantics for Generalizable Deepfake Detection
by: Ye, Wei, et al.
Published: (2024)

Redundant Semantic Environment Filling via Misleading-Learning for Fair Deepfake Detection
by: He, Xinan, et al.
Published: (2024)

Preserving Fairness Generalization in Deepfake Detection
by: Lin, Li, et al.
Published: (2024)

DiffFace-Edit: A Diffusion-Based Facial Dataset for Forgery-Semantic Driven Deepfake Detection Analysis
by: Ding, Feng, et al.
Published: (2026)

FairAdapter: Detecting AI-generated Images with Improved Fairness
by: Ding, Feng, et al.
Published: (2024)

Breaking Latent Prior Bias in Detectors for Generalizable AIGC Image Detection
by: Zhou, Yue, et al.
Published: (2025)

Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models
by: Zhou, Yue, et al.
Published: (2026)

Towards Generalizable Deepfake Detection via Real Distribution Bias Correction
by: Liu, Ming-Hui, et al.
Published: (2026)

VLForgery Face Triad: Detection, Localization and Attribution via Multimodal Large Language Models
by: He, Xinan, et al.
Published: (2025)

Brought a Gun to a Knife Fight: Modern VFM Baselines Outgun Specialized Detectors on In-the-Wild AI Image Detection
by: Zhou, Yue, et al.
Published: (2025)

Fit for Purpose? Deepfake Detection in the Real World
by: Lin, Guangyu, et al.
Published: (2025)

Fair and Interpretable Deepfake Detection in Videos
by: Yoshii, Akihito, et al.
Published: (2025)

MPF-Net: Exposing High-Fidelity AI-Generated Video Forgeries via Hierarchical Manifold Deviation and Micro-Temporal Fluctuations
by: He, Xinan, et al.
Published: (2026)

Penny-Wise and Pound-Foolish in Deepfake Detection
by: Wang, Yabin, et al.
Published: (2024)

Masked Conditional Diffusion Model for Enhancing Deepfake Detection
by: Chen, Tiewen, et al.
Published: (2024)

Linguistic Profiling of Deepfakes: An Open Database for Next-Generation Deepfake Detection
by: Wang, Yabin, et al.
Published: (2024)

Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations
by: Liu, Decheng, et al.
Published: (2024)

Fairness and Bias Mitigation in Computer Vision: A Survey
by: Dehdashtian, Sepehr, et al.
Published: (2024)

Conditioned Prompt-Optimization for Continual Deepfake Detection
by: Laiti, Francesco, et al.
Published: (2024)

HV-BEV: Decoupling Horizontal and Vertical Feature Sampling for Multi-View 3D Object Detection
by: Wu, Di, et al.
Published: (2024)

GenAI Mirage: The Impostor Bias and the Deepfake Detection Challenge in the Era of Artificial Illusions
by: Casu, Mirko, et al.
Published: (2023)

Analyzing Fairness in Deepfake Detection With Massively Annotated Databases
by: Xu, Ying, et al.
Published: (2022)

Reasoning-Aligned Perception Decoupling for Scalable Multi-modal Reasoning
by: Gou, Yunhao, et al.
Published: (2025)

DiffusionFake: Enhancing Generalization in Deepfake Detection via Guided Stable Diffusion
by: Sun, Ke, et al.
Published: (2024)

Towards Successful Implementation of Automated Raveling Detection: Effects of Training Data Size, Illumination Difference, and Spatial Shift
by: Zhang, Xinan, et al.
Published: (2026)

Enhancing Few-Shot Out-of-Distribution Detection with Gradient Aligned Context Optimization
by: Tong, Baoshun, et al.
Published: (2024)

CrossDF: Improving Cross-Domain Deepfake Detection with Deep Information Decomposition
by: Yang, Shanmin, et al.
Published: (2023)

Unlocking the Capabilities of Large Vision-Language Models for Generalizable and Explainable Deepfake Detection
by: Yu, Peipeng, et al.
Published: (2025)

Fair Text to Medical Image Diffusion Model with Subgroup Distribution Aligned Tuning
by: Han, Xu, et al.
Published: (2024)

A Step to Decouple Optimization in 3DGS
by: Ding, Renjie, et al.
Published: (2026)

Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection
by: Zhou, Weijie, et al.
Published: (2024)

Efficient Detection of Long Consistent Cycles and its Application to Distributed Synchronization
by: Li, Shaohan, et al.
Published: (2024)

Enhancing Abnormality Identification: Robust Out-of-Distribution Strategies for Deepfake Detection
by: Maiano, Luca, et al.
Published: (2025)

Data-Driven Fairness Generalization for Deepfake Detection
by: Ezeakunne, Uzoamaka, et al.
Published: (2024)

Modality-Fair Preference Optimization for Trustworthy MLLM Alignment
by: Jiang, Songtao, et al.
Published: (2024)

TALL: Thumbnail Layout for Deepfake Video Detection
by: Xu, Yuting, et al.
Published: (2023)

Fair Deepfake Detectors Can Generalize
by: Cheng, Harry, et al.
Published: (2025)

Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation
by: He, Shuting, et al.
Published: (2024)

Selective Domain-Invariant Feature for Generalizable Deepfake Detection
by: Lai, Yingxin, et al.
Published: (2024)

Fair Diagnosis: Leveraging Causal Modeling to Mitigate Medical Bias
by: Tian, Bowei, et al.
Published: (2024)