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dataset benchmark 1illumination-adaptive detection 1nighttime traffic sign recognition 1semantic attribute reasoning 1vision-language fusion 1

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1 paper

cs.CV2026

Benchmarking Nighttime Traffic Sign Recognition with Illumination-Adaptive Detection and Semantic Attribute Reasoning

Aditya Mishra, Akshay Agarwal, Haroon Lone

The paper presents INTSD, a large-scale nighttime traffic sign dataset collected across India, and introduces LENS-Net, an illumination‑adaptive detector with a vision‑language cla…