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3D object detection based on high⁃precision map enhancement
更新时间:2025-05-26
    • 3D object detection based on high⁃precision map enhancement

    • In the field of autonomous driving, researchers have proposed a 3D object detection algorithm HME3D based on high-precision map enhancement. By combining traditional convolution and Transformer, a novel map feature extraction module HFE is constructed to improve detection performance. The model's advantages were validated on the nuScenes dataset, with a 2.81 mAP improvement in accuracy compared to the pure point cloud baseline model.
    • Journal of Jilin University(Engineering and Technology Edition)   Vol. 53, Issue 3, Pages: 802-809(2023)
    • 作者机构:

      1.武汉理工大学 汽车工程学院,武汉 430070

      2.先进能源科学与技术广东省实验室 佛山分中心(佛山仙湖实验室),广东 佛山 528200

      3.武汉理工大学 现代汽车零部件技术湖北省重点实验室,武汉 430070

      4.武汉理工大学 汽车零部件技术湖北省协同创新中心,武汉 430070

      5.武汉理工大学 新能源与智能网联汽车湖北省工程技术研究中心,武汉 430070

    • DOI:10.13229/j.cnki.jdxbgxb20221254    

      CLC: TP391
    • Received:27 September 2022

      Published:01 March 2023

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  • TAO Bo,YAN Fu-wu,YIN Zhi-shuai,et al.3D object detection based on high⁃precision map enhancement[J].Journal of Jilin University(Engineering and Technology Edition),2023,53(03):802-809. DOI: 10.13229/j.cnki.jdxbgxb20221254.

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