Sondos Mahmoud Bsharat
2 indexed papers
Recent (6 mo)
2With code
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226
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AI×2Vision×1NLP×1ML×1
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2026
Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection
The paper introduces OpAI-Bench, a novel benchmark designed to study how AI authorship signals evolve and accumulate during the progressive co-editing process between humans and AI.
Simple Domain Generalization for Strong Pixel-Level Image Tampering Detection in Modern VLMs
This paper proposes a domain-generalized training framework for pixel-level image tampering detection in modern vision-language models, improving robustness and out-of-distribution performance.
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Papers
cs.CVcs.AIEmpiricalRecentJul 20, 2026
Simple Domain Generalization for Strong Pixel-Level Image Tampering Detection in Modern VLMs
Yi Tang, Xinyi Shang, Jiacheng Cui, Sondos Mahmoud Bsharat +11 more
This paper proposes a domain-generalized training framework for pixel-level image tampering detection in modern vision-language models, improving robustness and out-of-distribution performance.
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cs.CLcs.AIcs.LGRecent