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road scene understanding

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Baidu Maps Tech Team
Baidu Maps Tech Team
Jun 12, 2026 · Artificial Intelligence

RoadSceneBench: A Lightweight Benchmark for Mid‑Level Road Scene Understanding

The CVPR 2026 paper introduces RoadSceneBench, a lightweight benchmark that evaluates models on six structured mid‑level road‑scene tasks using short front‑view video clips, and presents MapVLM with HRRP‑T training, which significantly outperforms existing closed‑ and open‑source visual‑language models.

BenchmarkCVPR 2026HRRP-T
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RoadSceneBench: A Lightweight Benchmark for Mid‑Level Road Scene Understanding