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Fazli Faruk Okumus

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#machine learning Preprint Sep 2026

Grounding Vision-Language Models in Driving Semantics: A Multi-Dataset Predicate Framework for Explainable Reasoning

Vision-language models are increasingly used for driving-scene understanding, yet the semantic relations expressed in their outputs are often difficult to verify against the underlying traffic situation. This paper introduces a deterministic multi-dataset predicate framework that derives driving-scene semantics from me...

Mohamed Chouai, Fazli Faruk Okumus, Stefan Kugele · 0 citations

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