Copertina

SIDBench: A Python Framework for Reliably Assessing Synthetic Image Detection Methods

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Schinas, Manos, Papadopoulos, Symeon
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Computer Vision and Pattern Recognition Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

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

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

Navigating the Challenges of AI-Generated Image Detection in the Wild: What Truly Matters?
di: Konstantinidou, Despina, et al.
Pubblicazione: (2025)

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

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

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

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

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

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

Fake & Square: Training Self-Supervised Vision Transformers with Synthetic Data and Synthetic Hard Negatives
di: Giakoumoglou, Nikolaos, et al.
Pubblicazione: (2025)

Unsupervised Training of Vision Transformers with Synthetic Negatives
di: Giakoumoglou, Nikolaos, et al.
Pubblicazione: (2025)

Sum of Group Error Differences: A Critical Examination of Bias Evaluation in Biometric Verification and a Dual-Metric Measure
di: Elobaid, Alaa, et al.
Pubblicazione: (2024)

Anomaly Detection by Effectively Leveraging Synthetic Images
di: Kang, Sungho, et al.
Pubblicazione: (2025)

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

Advances in Diffusion Models for Image Data Augmentation: A Review of Methods, Models, Evaluation Metrics and Future Research Directions
di: Alimisis, Panagiotis, et al.
Pubblicazione: (2024)

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

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

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

ViFP: A Framework for Visual False Positive Detection to Enhance Reasoning Reliability in VLMs
di: Zhang, Ben, et al.
Pubblicazione: (2025)

Uncertainty Quantification in Detection Transformers: Object-Level Calibration and Image-Level Reliability
di: Park, Young-Jin, et al.
Pubblicazione: (2024)

RSOD: Reliability-Guided Sonar Image Object Detection with Extremely Limited Labels
di: Li, Chengzhou, et al.
Pubblicazione: (2026)

Improving Post-Earthquake Crack Detection using Semi-Synthetic Generated Images
di: Dondi, Piercarlo, et al.
Pubblicazione: (2024)

AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs
di: Chowdhury, Sanjoy, et al.
Pubblicazione: (2025)

R&D: Balancing Reliability and Diversity in Synthetic Data Augmentation for Semantic Segmentation
di: Che, Huy, et al.
Pubblicazione: (2026)

Geometric Algebra Meets Large Language Models: Instruction-Based Transformations of Separate Meshes in 3D, Interactive and Controllable Scenes
di: Kolyvakis, Prodromos, et al.
Pubblicazione: (2024)

Assessing the Noise Robustness of Class Activation Maps: A Framework for Reliable Model Interpretability
di: Sarkar, Syamantak, et al.
Pubblicazione: (2025)

Fake-HR1: Rethinking Reasoning of Vision Language Model for Synthetic Image Detection
di: Jiang, Changjiang, et al.
Pubblicazione: (2026)

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

Explainable Synthetic Image Detection through Diffusion Timestep Ensembling
di: Wu, Yixin, et al.
Pubblicazione: (2025)

SynDroneVision: A Synthetic Dataset for Image-Based Drone Detection
di: Lenhard, Tamara R., et al.
Pubblicazione: (2024)

Methods and Trends in Detecting AI-Generated Images: A Comprehensive Review
di: Mahara, Arpan, et al.
Pubblicazione: (2025)

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

SUPREME: A Multi-GPU Framework for Reproducible Image Unlearning Method Evaluation
di: Andreou, Petros, et al.
Pubblicazione: (2026)

Image-Text Out-Of-Context Detection Using Synthetic Multimodal Misinformation
di: Shalabi, Fatma, et al.
Pubblicazione: (2024)

Synthetic Data-Driven Multi-Architecture Framework for Automated Polyp Segmentation Through Integrated Detection and Mask Generation
di: Peter, Ojonugwa Oluwafemi Ejiga, et al.
Pubblicazione: (2025)

T-SYNTH: A Knowledge-Based Dataset of Synthetic Breast Images
di: Wiedeman, Christopher, et al.
Pubblicazione: (2025)

Unsupervised Synthetic Image Attribution: Alignment and Disentanglement
di: Liu, Zongfang, et al.
Pubblicazione: (2026)

Interpretable and Reliable Detection of AI-Generated Images via Grounded Reasoning in MLLMs
di: Ji, Yikun, et al.
Pubblicazione: (2025)

Synthetic Data Augmentation for Table Detection: Re-evaluating TableNet's Performance with Automatically Generated Document Images
di: Sahukara, Krishna, et al.
Pubblicazione: (2025)

A Self-Supervised Method for Body Part Segmentation and Keypoint Detection of Rat Images
di: Kopácsi, László, et al.
Pubblicazione: (2024)