Imagen de Portada

Navigating the Challenges of AI-Generated Image Detection in the Wild: What Truly Matters?

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Konstantinidou, Despina, Karageorgiou, Dimitrios, Koutlis, Christos, Papadopoulou, Olga, Schinas, Emmanouil, Papadopoulos, Symeon
Formato:	Preprint
Publicado:	2025
Materias:	Computer Vision and Pattern Recognition
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Automated In-the-Wild Data Collection for Continual AI Generated Image Detection
por: Pantsios, Thanasis, et al.
Publicado: (2026)

TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping
por: Konstantinidou, Despina, et al.
Publicado: (2024)

Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection
por: Koutlis, Christos, et al.
Publicado: (2024)

DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization
por: Koutlis, Christos, et al.
Publicado: (2024)

SIDBench: A Python Framework for Reliably Assessing Synthetic Image Detection Methods
por: Schinas, Manos, et al.
Publicado: (2024)

AuViRe: Audio-visual Speech Representation Reconstruction for Deepfake Temporal Localization
por: Koutlis, Christos, et al.
Publicado: (2025)

Any-Resolution AI-Generated Image Detection by Spectral Learning
por: Karageorgiou, Dimitrios, et al.
Publicado: (2024)

Fusion Transformer with Object Mask Guidance for Image Forgery Analysis
por: Karageorgiou, Dimitrios, et al.
Publicado: (2024)

SAGI: Semantically Aligned and Uncertainty Guided AI Image Inpainting
por: Giakoumoglou, Paschalis, et al.
Publicado: (2025)

Latent Reconstruction from Generated Data for Multimodal Misinformation Detection
por: Papadopoulos, Stefanos-Iordanis, et al.
Publicado: (2025)

Do DeepFake Attribution Models Generalize?
por: Baxavanakis, Spiros, et al.
Publicado: (2025)

Designing and Generating Diverse, Equitable Face Image Datasets for Face Verification Tasks
por: Baltsou, Georgia, et al.
Publicado: (2025)

SDFD: Building a Versatile Synthetic Face Image Dataset with Diverse Attributes
por: Baltsou, Georgia, et al.
Publicado: (2024)

FLAC: Fairness-Aware Representation Learning by Suppressing Attribute-Class Associations
por: Sarridis, Ioannis, et al.
Publicado: (2023)

BAdd: Bias Mitigation through Bias Addition
por: Sarridis, Ioannis, et al.
Publicado: (2024)

VB-Mitigator: An Open-source Framework for Evaluating and Advancing Visual Bias Mitigation
por: Sarridis, Ioannis, et al.
Publicado: (2025)

MAVias: Mitigate any Visual Bias
por: Sarridis, Ioannis, et al.
Publicado: (2024)

FaceX: Understanding Face Attribute Classifiers through Summary Model Explanations
por: Sarridis, Ioannis, et al.
Publicado: (2024)

RED-DOT: Multimodal Fact-checking via Relevant Evidence Detection
por: Papadopoulos, Stefanos-Iordanis, et al.
Publicado: (2023)

Evolution of Detection Performance throughout the Online Lifespan of Synthetic Images
por: Karageorgiou, Dimitrios, et al.
Publicado: (2024)

Similarity over Factuality: Are we making progress on multimodal out-of-context misinformation detection?
por: Papadopoulos, Stefanos-Iordanis, et al.
Publicado: (2024)

Composite Data Augmentations for Synthetic Image Detection Against Real-World Perturbations
por: Amarantidou, Efthymia, et al.
Publicado: (2025)

InDistill: Information flow-preserving knowledge distillation for model compression
por: Sarridis, Ioannis, et al.
Publicado: (2022)

TGIF: Text-Guided Inpainting Forgery Dataset
por: Mareen, Hannes, et al.
Publicado: (2024)

Improving Generalization in Deepfake Detection with Face Foundation Models and Metric Learning
por: Mylonas, Stelios, et al.
Publicado: (2025)

TGIF2: Extended Text-Guided Inpainting Forgery Dataset & Benchmark
por: Mareen, Hannes, et al.
Publicado: (2026)

Sampling Strategies for Mitigating Bias in Face Synthesis Methods
por: Maragkoudakis, Emmanouil, et al.
Publicado: (2024)

DiffusionPrint: Learning Generative Fingerprints for Diffusion-Based Inpainting Localization
por: Giakoumoglou, Paschalis, et al.
Publicado: (2026)

"Humor, Art, or Misinformation?": A Multimodal Dataset for Intent-Aware Synthetic Image Detection
por: Skoularikis, Anastasios, et al.
Publicado: (2025)

NTIRE 2026 Challenge on Robust AI-Generated Image Detection in the Wild
por: Gushchin, Aleksandr, et al.
Publicado: (2026)

WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection
por: Hong, Yan, et al.
Publicado: (2024)

Towards Quantitative Evaluation of Explainable AI Methods for Deepfake Detection
por: Tsigos, Konstantinos, et al.
Publicado: (2024)

[WACV 2026] AuViRe: Audio-visual Speech Representation Reconstruction for Deepfake Temporal Localization (with Model Checkpoints)
por: Koutlis, Christos, et al.
Publicado: (2025)

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

MIRAGE: Towards AI-Generated Image Detection in the Wild
por: Xia, Cheng, et al.
Publicado: (2025)

OmniAID: Decoupling Semantic and Artifacts for Universal AI-Generated Image Detection in the Wild
por: Guo, Yuncheng, et al.
Publicado: (2025)

Towards Optimal Trade-offs in Knowledge Distillation for CNNs and Vision Transformers at the Edge
por: Violos, John, et al.
Publicado: (2024)

IncSAR: A Dual Fusion Incremental Learning Framework for SAR Target Recognition
por: Karantaidis, George, et al.
Publicado: (2024)

Few-Shot Class-Incremental Learning For Efficient SAR Automatic Target Recognition
por: Karantaidis, George, et al.
Publicado: (2025)

HEDGE: Heterogeneous Ensemble for Detection of AI-GEnerated Images in the Wild
por: Wu, Fei, et al.
Publicado: (2026)