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The 1st-place Solution for CVPR 2023 OpenLane Topology in Autonomous Driving Challenge

16 June 2023
Dongming Wu
Fan Jia
Jiahao Chang
Zhuoling Li
Jian‐Yuan Sun
Chunrui Han
Shuailin Li
Yingfei Liu
Zheng Ge
Tiancai Wang
    3DPC
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Abstract

We present the 1st-place solution of OpenLane Topology in Autonomous Driving Challenge. Considering that topology reasoning is based on centerline detection and traffic element detection, we develop a multi-stage framework for high performance. Specifically, the centerline is detected by the powerful PETRv2 detector and the popular YOLOv8 is employed to detect the traffic elements. Further, we design a simple yet effective MLP-based head for topology prediction. Our method achieves 55\% OLS on the OpenLaneV2 test set, surpassing the 2nd solution by 8 points.

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