Image de couverture de livre

Can We Build a Monolithic Model for Fake Image Detection? SICA: Semantic-Induced Constrained Adaptation for Unified-Yet-Discriminative Artifact Feature Space Reconstruction

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Du, Bo, Ma, Xiaochen, Zhu, Xuekang, Yang, Zhe, Niu, Chaogun, Qu, Chenfan, Fang, Mingqi, Wang, Zhenming, Liu, Jingjing, Liu, Jian, Zhou, Ji-Zhe
Format:	Preprint
Publié:	2026
Sujets:	Computer Vision and Pattern Recognition
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization
par: Du, Bo, et autres
Publié: (2025)

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer
par: Su, Lei, et autres
Publié: (2024)

Revisiting Image Manipulation Localization under Realistic Manipulation Scenarios
par: Zhu, Xuekang, et autres
Publié: (2025)

TextShield-R1: Reinforced Reasoning for Tampered Text Detection
par: Qu, Chenfan, et autres
Publié: (2026)

Omni-IML: Towards Unified Image Manipulation Localization
par: Qu, Chenfan, et autres
Publié: (2024)

Sparse Uniform Traversal of Model Parameter Space for Estimating the Nonlinear Displacement Response of Instrumented Buildings to Earthquakes
par: Xiaoyue Wang, et autres
Publié: (2024)

Automatically Recommend Code Updates: Are We There Yet?
par: Liu, Yue, et autres
Publié: (2022)

Fake-HR1: Rethinking Reasoning of Vision Language Model for Synthetic Image Detection
par: Jiang, Changjiang, et autres
Publié: (2026)

LLM-REVal: Can We Trust LLM Reviewers Yet?
par: Li, Rui, et autres
Publié: (2025)

Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet
par: Atil, Berk, et autres
Publié: (2025)

Effects of Strain Rate on the Seismic Behavior of All‐Steel Buckling‐Restrained Braces
par: Hanquan Liu, et autres
Publié: (2025)

TextSleuth: Towards Explainable Tampered Text Detection
par: Qu, Chenfan, et autres
Publié: (2024)

A Decade's Battle on Dataset Bias: Are We There Yet?
par: Liu, Zhuang, et autres
Publié: (2024)

Are We Comparing Yet?
par: Saussy, Haun
Publié: (2019)

LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet?
par: Gupta, Rushil, et autres
Publié: (2025)

Mobile GUI Agents under Real-world Threats: Are We There Yet?
par: Liu, Guohong, et autres
Publié: (2025)

Refine-by-Align: Reference-Guided Artifacts Refinement through Semantic Alignment
par: Song, Yizhi, et autres
Publié: (2024)

Nonadiabatic Dynamics with Constrained Nuclear-Electronic Orbital Theory
par: Liu, Zhe, et autres
Publié: (2025)

LLM Agents for Automated Web Vulnerability Reproduction: Are We There Yet?
par: Liu, Bin, et autres
Publié: (2025)

Analog Computing with Hybrid Couplers and Phase Shifters
par: Nerini, Matteo, et autres
Publié: (2026)

Diversity and Inclusion: Are We Nearly There Yet?
par: Eikhof, Doris Ruth
Publié: (2023)

Connections, Communication, Collaborations...Are We There Yet?
par: Johns, Sara Kelly
Publié: (2008)

Dynamic Analysis and Adaptive Discriminator for Fake News Detection
par: Su, Xinqi, et autres
Publié: (2024)

Unified Domain Adaptive Semantic Segmentation
par: Zhang, Zhe, et autres
Publié: (2023)

Fake it till You Make it: Reward Modeling as Discriminative Prediction
par: Liu, Runtao, et autres
Publié: (2025)

Effective Text Adaptation for LLM-based ASR through Soft Prompt Fine-Tuning
par: Ma, Yingyi, et autres
Publié: (2024)

FakeMark: Deepfake Speech Attribution With Watermarked Artifacts
par: Ge, Wanying, et autres
Publié: (2025)

Structure-Guided Image Completion with Image-level and Object-level Semantic Discriminators
par: Zheng, Haitian, et autres
Publié: (2022)

Fake Date Tests: Can We Trust In-sample Accuracy of LLMs in Macroeconomic Forecasting?
par: Eliseev, Alexander, et autres
Publié: (2026)

Dexmedetomidine Inhibits Ferroptosis by Regulating the SRY‐Box Transcription Factor 9/Divalent Metal Transporter‐1 Axis to Alleviate Cerebral Ischemia/Reperfusion Injury
par: Zhen Liu, et autres
Publié: (2025)

Personalized Code Readability Assessment: Are We There Yet?
par: Vitale, Antonio, et autres
Publié: (2025)

Histopathology Slide Indexing and Search: Are We There Yet?
par: Shang, Helen H., et autres
Publié: (2023)

"Are We There Yet?" An Impatient Librarian Recaps 1996.
par: Olson, Renee
Publié: (1996)

Are We There Yet? Co‐Production in Recovery Colleges
par: Katheryn Jones, et autres
Publié: (2025)

How Long Can Unified Multimodal Models Generate Images Reliably? Taming Long-Horizon Interleaved Image Generation via Context Curation
par: Chen, Haoyu, et autres
Publié: (2026)

Bleeding Pathways: Vanishing Discriminability in LLM Hidden States Fuels Jailbreak Attacks
par: Zhang, Yingjie, et autres
Publié: (2025)

Interview AI-ssistant: Designing for Real-Time Human-AI Collaboration in Interview Preparation and Execution
par: Liu, Zhe
Publié: (2025)

MLRIP: Pre-training a military language representation model with informative factual knowledge and professional knowledge base
par: Li, Hui, et autres
Publié: (2022)

The N170 Is Linked to Configural Face Processing: Evidence From the N170 Adaptation Effect for Upright Faces
par: Wanyi Huang, et autres
Publié: (2026)

Unified Effective Field Theory for Nonlinear and Quantum Optics
par: Liu, Xiaochen, et autres
Publié: (2025)