Cover Image

Suppressing Forgery-Specific Shortcuts for Generalizable Deepfake Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Yihui, Yang, Yonghui, Liu, Jilong, Zhu, Fengbin, Wu, Le, Chua, Tat-Seng
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Beyond Surface Artifacts: Capturing Shared Latent Forgery Knowledge Across Modalities
by: Dou, Jingtong, et al.
Published: (2026)

Wavelet-Driven Generalizable Framework for Deepfake Face Forgery Detection
by: Baru, Lalith Bharadwaj, et al.
Published: (2024)

Compose Your Aesthetics: Empowering Text-to-Image Models with the Principles of Art
by: Jin, Zhe, et al.
Published: (2025)

MURE: Hierarchical Multi-Resolution Encoding via Vision-Language Models for Visual Document Retrieval
by: Zhu, Fengbin, et al.
Published: (2026)

MMDocBench: Benchmarking Large Vision-Language Models for Fine-Grained Visual Document Understanding
by: Zhu, Fengbin, et al.
Published: (2024)

Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection
by: Yan, Zhiyuan, et al.
Published: (2023)

From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes
by: Ma, Long, et al.
Published: (2025)

Disentangling Masked Autoencoders for Unsupervised Domain Generalization
by: Zhang, An, et al.
Published: (2024)

Loupe: A Generalizable and Adaptive Framework for Image Forgery Detection
by: Jiang, Yuchu, et al.
Published: (2025)

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

FakeRadar: Probing Forgery Outliers to Detect Unknown Deepfake Videos
by: Li, Zhaolun, et al.
Published: (2025)

Hierarchical Deep Fusion Framework for Multi-dimensional Facial Forgery Detection -- The 2024 Global Deepfake Image Detection Challenge
by: Wang, Kohou, et al.
Published: (2025)

Explicit Correlation Learning for Generalizable Cross-Modal Deepfake Detection
by: Yu, Cai, et al.
Published: (2024)

Dysen-VDM: Empowering Dynamics-aware Text-to-Video Diffusion with LLMs
by: Fei, Hao, et al.
Published: (2023)

VideoQA in the Era of LLMs: An Empirical Study
by: Xiao, Junbin, et al.
Published: (2024)

ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization
by: Zhang, Fanrui, et al.
Published: (2024)

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

Can I Trust Your Answer? Visually Grounded Video Question Answering
by: Xiao, Junbin, et al.
Published: (2023)

Diffusion Facial Forgery Detection
by: Cheng, Harry, et al.
Published: (2024)

UniFGVC: Universal Training-Free Few-Shot Fine-Grained Vision Classification via Attribute-Aware Multimodal Retrieval
by: Guo, Hongyu, et al.
Published: (2025)

RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment
by: Qiu, Lingyu, et al.
Published: (2025)

InstructVid2Vid: Controllable Video Editing with Natural Language Instructions
by: Qin, Bosheng, et al.
Published: (2023)

Latent Anomaly Knowledge Excavation: Unveiling Sparse Sensitive Neurons in Vision-Language Models
by: Li, Shaotian, et al.
Published: (2026)

Preserving Forgery Artifacts: AI-Generated Video Detection at Native Scale
by: Li, Zhengcen, et al.
Published: (2026)

Suppressing Gradient Conflict for Generalizable Deepfake Detection
by: Liu, Ming-Hui, et al.
Published: (2025)

MUPA: Towards Multi-Path Agentic Reasoning for Grounded Video Question Answering
by: Dang, Jisheng, et al.
Published: (2025)

Detecting Deepfakes via Hamiltonian Dynamics
by: Cheng, Harry, et al.
Published: (2026)

Preventing Shortcuts in Adapter Training via Providing the Shortcuts
by: Goyal, Anujraaj Argo, et al.
Published: (2025)

Any2Caption:Interpreting Any Condition to Caption for Controllable Video Generation
by: Wu, Shengqiong, et al.
Published: (2025)

Digital Image Forgery Detection Using Transfer Learning
by: Buyuk, Fatma Betul, et al.
Published: (2026)

Video Forgery Detection for Surveillance Cameras: A Review
by: Tayfor, Noor B., et al.
Published: (2025)

Signature Forgery Detection: Improving Cross-Dataset Generalization
by: Parracho, Matheus Ramos
Published: (2025)

Field-Localized Forgery Detection for Digital Identity Documents
by: Kumar, Abhishek, et al.
Published: (2026)

A Large-scale Universal Evaluation Benchmark For Face Forgery Detection
by: Bei, Yijun, et al.
Published: (2024)

AIFIND: Artifact-Aware Interpreting Fine-Grained Alignment for Incremental Face Forgery Detection
by: Wang, Hao, et al.
Published: (2026)

Towards Benchmarking and Evaluating Deepfake Detection
by: Lin, Chenhao, et al.
Published: (2022)

Enhancing Frequency Forgery Clues for Diffusion-Generated Image Detection
by: Zhang, Daichi, et al.
Published: (2025)

CAM-VFD: Cross-Attention Multimodal Video Forgery Detection
by: Elkhodary, Hoda Osama, et al.
Published: (2026)

Band-Attention Modulated RetNet for Face Forgery Detection
by: Zhang, Zhida, et al.
Published: (2024)

Discriminative Probing and Tuning for Text-to-Image Generation
by: Qu, Leigang, et al.
Published: (2024)