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Object Detection on Real-world car-mounted prototype data Urban area with street lights

54.1PrecisionLiDAS
46.09248.17150.2552.329Dec 9, 2025

Evaluation results

MethodLinks
LiDASPower=0.6, Zero-shot=true, Downstream Model=YOLOv8L-Worldv22025.1254.121.53715.2
LiDASPower=1, Zero-shot=true, Downstream Model=YOLOv8L-Worldv22025.1253.82437.916
Low BeamPower=1, Zero-shot=true, Downstream Model=YOLOv8L-Worldv22025.1252.315.333.412.8
High BeamPower=1.8, Zero-shot=true, Downstream Model=YOLOv8L-Worldv22025.1246.416.530.611.2