Cover Image

PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhou, Xiaoyu, Fei, Jianwei, Yu, Peipeng, Xie, Jingchang, Cheng, Chong, Xia, Zhihua
Format:	Preprint
Published:	2026
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

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

ID-Eraser: Proactive Defense Against Face Swapping via Identity Perturbation
by: Luo, Junyan, et al.
Published: (2026)

Fine-Grained DINO Tuning with Dual Supervision for Face Forgery Detection
by: Zhang, Tianxiang, et al.
Published: (2025)

High-Fidelity Face Content Recovery via Tamper-Resilient Versatile Watermarking
by: Yu, Peipeng, et al.
Published: (2026)

DFREC: DeepFake Identity Recovery Based on Identity-aware Masked Autoencoder
by: Yu, Peipeng, et al.
Published: (2024)

LBFTI: Layer-Based Facial Template Inversion for Identity-Preserving Fine-Grained Face Reconstruction
by: Shen, Zixuan, et al.
Published: (2026)

CLIP-FTI: Fine-Grained Face Template Inversion via CLIP-Driven Attribute Conditioning
by: Dai, Longchen, et al.
Published: (2025)

SAIDO: Generalizable Detection of AI-Generated Images via Scene-Aware and Importance-Guided Dynamic Optimization in Continual Learning
by: Hu, Yongkang, et al.
Published: (2025)

Learning to mask: Towards generalized face forgery detection
by: Fei, Jianwei, et al.
Published: (2022)

Generalizable Detection of AI Generated Images with Large Models and Fuzzy Decision Tree
by: Wu, Fei, et al.
Published: (2026)

Multimodal Conditional Information Bottleneck for Generalizable AI-Generated Image Detection
by: Qin, Haotian, et al.
Published: (2025)

Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning
by: Li, Yiheng, et al.
Published: (2025)

Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection
by: Yan, Zhiyuan, et al.
Published: (2024)

CoDA: Color Distribution Probing for Efficient and Generalizable AI-Generated Image Detection
by: Jia, Zexi, et al.
Published: (2026)

Exploring the Collaborative Advantage of Low-level Information on Generalizable AI-Generated Image Detection
by: Zhou, Ziyin, et al.
Published: (2025)

Reduce the Artifacts Bias for More Generalizable AI-Generated Image Detection
by: Li, Yiheng, et al.
Published: (2026)

LOTA: Bit-Planes Guided AI-Generated Image Detection
by: Wang, Hongsong, et al.
Published: (2025)

Quality-Aware Calibration for AI-Generated Image Detection in the Wild
by: Guillaro, Fabrizio, et al.
Published: (2026)

Color Matters: Demosaicing-Guided Color Correlation Training for Generalizable AI-Generated Image Detection
by: Zhong, Nan, et al.
Published: (2026)

Generalizable AI-Generated Image Detection Based on Fractal Self-Similarity in the Spectrum
by: Xiao, Shengpeng, et al.
Published: (2025)

IonMorphNet: Generalizable Learning of Ion Image Morphologies for Peak Picking in Mass Spectrometry Imaging
by: Weigand, Philipp, et al.
Published: (2026)

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models
by: Zhou, Ziyin, et al.
Published: (2025)

Jointly Conditioned Diffusion Model for Multi-View Pose-Guided Person Image Synthesis
by: Xie, Chengyu, et al.
Published: (2025)

Dual Data Alignment Makes AI-Generated Image Detector Easier Generalizable
by: Chen, Ruoxin, et al.
Published: (2025)

When Detectors Forget Forensics: Blocking Semantic Shortcuts for Generalizable AI-Generated Image Detection
by: Shuai, Chao, et al.
Published: (2026)

Leveraging Generalizability of Image-to-Image Translation for Enhanced Adversarial Defense
by: Zhang, Haibo, et al.
Published: (2025)

AgentFoX: LLM Agent-Guided Fusion with eXplainability for AI-Generated Image Detection
by: Yu, Yangxin, et al.
Published: (2026)

Generalizable and Adaptive Continual Learning Framework for AI-generated Image Detection
by: Wang, Hanyi, et al.
Published: (2026)

NAU-QMUL: Utilizing BERT and CLIP for Multi-modal AI-Generated Image Detection
by: Guo, Xiaoyu, et al.
Published: (2026)

GAMMA: Generalizable Alignment via Multi-task and Manipulation-Augmented Training for AI-Generated Image Detection
by: Yan, Haozhen, et al.
Published: (2025)

Learning Generalizable 3D Medical Image Representations from Mask-Guided Self-Supervision
by: Gao, Yunhe, et al.
Published: (2026)

MIRROR: Manifold Ideal Reference ReconstructOR for Generalizable AI-Generated Image Detection
by: Liu, Ruiqi, et al.
Published: (2026)

Exploring Specular Reflection Inconsistency for Generalizable Face Forgery Detection
by: Fei, Hongyan, et al.
Published: (2026)

HyperDet: Generalizable Detection of Synthesized Images by Generating and Merging A Mixture of Hyper LoRAs
by: Cao, Huangsen, et al.
Published: (2024)

NS-Net: Decoupling CLIP Semantic Information through NULL-Space for Generalizable AI-Generated Image Detection
by: Yan, Jiazhen, et al.
Published: (2025)

AuthGuard: Generalizable Deepfake Detection via Language Guidance
by: Shen, Guangyu, et al.
Published: (2025)

Generalizable Synthetic Image Detection via Language-guided Contrastive Learning
by: Wu, Haiwei, et al.
Published: (2023)

Anyview: Generalizable Indoor 3D Object Detection with Variable Frames
by: Wu, Zhenyu, et al.
Published: (2023)

AlignGemini: Generalizable AI-Generated Image Detection Through Task-Model Alignment
by: Chen, Ruoxin, et al.
Published: (2025)

MiraGe: Multimodal Discriminative Representation Learning for Generalizable AI-Generated Image Detection
by: Shi, Kuo, et al.
Published: (2025)