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20242026
most citedFake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities

5 citations · 5 across the 4 of their papers we have counts for

collaborators

5 papers

cs.CV2026

DocShield: Towards AI Document Safety via Evidence-Grounded Agentic Reasoning

Fanwei Zeng, Changtao Miao, Jing Huang +8

The rapid progress of generative AI has enabled increasingly realistic text-centric image forgeries, posing major challenges to document safety. Existing forensic methods mainly re…

cs.AI2025

LogicLens: Visual-Logical Co-Reasoning for Text-Centric Forgery Analysis

Fanwei Zeng, Changtao Miao, Jing Huang +7

Sophisticated text-centric forgeries, fueled by rapid AIGC advancements, pose a significant threat to societal security and information authenticity. Current methods for text-centr…

cs.CV2025

SSR: Enhancing Depth Perception in Vision-Language Models via Rationale-Guided Spatial Reasoning

Yang Liu, Ming Ma, Xiaomin Yu +5

Despite impressive advancements in Visual-Language Models (VLMs) for multi-modal tasks, their reliance on RGB inputs limits precise spatial understanding. Existing methods for inte…

cs.CL2024★ 5 cited

Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities

Xiaomin Yu, Yezhaohui Wang, Yanfang Chen +5

In recent years, generative artificial intelligence models, represented by Large Language Models (LLMs) and Diffusion Models (DMs), have revolutionized content production methods.…

cs.CV2024

ArcSin: Adaptive ranged cosine Similarity injected noise for Language-Driven Visual Tasks

Yang Liu, Xiaomin Yu, Gongyu Zhang +5

"A data scientist is tasked with developing a low-cost surgical VQA system for a 2-month workshop. Due to data sensitivity, she collects 50 hours of surgical video from a hospital,…