Optics and Precision Engineering, Volume. 30, Issue 22, 2901(2022)

Camera pose estimation based on 2D image and 3D point cloud fusion

Jia-le ZHOU, Bing ZHU*, and Zhi-lu WU
Author Affiliations
  • College of Electronic and Information Engineering, Harbin Institute of Technology, Harbin150001, China
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    References(20)

    [1] SVÄRM L, ENQVIST O, OSKARSSON M et al. Accurate localization and pose estimation for large 3D models[C], 532-539(2014).

    [2] LIU L, LI H D, DAI Y C. Efficient global 2D-3D matching for camera localization in a large-scale 3D map[C], 2391-2400(2017).

    [3] VAKHITOV A, COLOMINA L F, AGUDO A et al. Uncertainty-aware camera pose estimation from points and lines[C], 4657-4666(2021).

    [4] YU L, FU X F, XU H N et al. High-precision camera pose estimation and optimization in a large-scene 3D reconstruction system[J]. Measurement Science and Technology, 31(2020).

    [5] KENDALL A, GRIMES M, CIPOLLA R. PoseNet: a convolutional network for real-time 6-DOF camera relocalization[C], 2938-2946(2015).

    [6] SATTLER T, ZHOU Q J, POLLEFEYS M et al. Understanding the limitations of CNN-based absolute camera pose regression[C], 3297-3307(2019).

    [7] CHEN Z T, JACOBSON A, SÜNDERHAUF N et al. Deep learning features at scale for visual place recognition[C], 3223-3230(2017).

    [8] LI Q, ZHU J S, CAO R et al. Relative geometry-aware Siamese neural network for 6DOF camera relocalization[J]. Neurocomputing, 426, 134-146(2021).

    [9] TANG S T, TANG C Z, HUANG R et al. Learning camera localization via dense scene matching[C], 1831-1841(2021).

    [10] [10] 10刘东生, 陈建林, 费点, 等. 基于深度相机的大场景三维重建[J]. 光学 精密工程, 2020, 28(1): 234-243. doi: 10.3788/ope.20202801.0234LIUD SH, CHENJ L, FEID, et al. Three-dimensional reconstruction of large-scale scene based on depth camera[J]. Opt. Precision Eng., 2020, 28(1): 234-243.(in Chinese). doi: 10.3788/ope.20202801.0234

    [11] RUBLEE E, RABAUD V, KONOLIGE K et al. ORB: an efficient alternative to SIFT or SURF[C], 2564-2571(2011).

    [12] BRACHMANN E, KRULL A, NOWOZIN S et al. DSAC-differentiable RANSAC for camera localization[C], 2492-2500(2017).

    [13] DONG S Y, FAN Q N, WANG H et al. Robust neural routing through space partitions for camera relocalization in dynamic indoor environments[C], 8540-8550(2021).

    [14] SHOTTON J, GLOCKER B, ZACH C et al. Scene coordinate regression forests for camera relocalization in RGB-D images[C], 2930-2937(2013).

    [15] BRACHMANN E, ROTHER C. Learning less is more-6D camera localization via 3D surface regression[C], 4654-4662(2018).

    [16] SARLIN P E, UNAGAR A, LARSSON M et al. Back to the feature: learning robust camera localization from pixels to pose[C], 3246-3256(2021).

    [17] [17] 17许凌志, 符钦伟, 陶卫, 等. 基于三维模型的单目车辆位姿估计[J]. 光学 精密工程, 2021, 29(6): 1346-1355. doi: 10.37188/OPE.20212906.1346XUL ZH, FUQ W, TAOW, et al. Monocular vehicle pose estimation based on 3D model[J]. Opt. Precision Eng., 2021, 29(6): 1346-1355.(in Chinese). doi: 10.37188/OPE.20212906.1346

    [18] [18] 18陈仁文, 袁婷婷, 黄文斌, 等. 卷积神经网络在驾驶员姿态估计上的应用[J]. 光学 精密工程, 2021, 29(4): 813-821. doi: 10.37188/OPE.20212904.0813CHENR W, YUANT T, HUANGW B, et al. Driver pose estimation using convolutional neural networks[J]. Opt. Precision Eng., 2021, 29(4): 813-821.(in Chinese). doi: 10.37188/OPE.20212904.0813

    [19] LI X T, WANG S Z, ZHAO Y et al. Hierarchical scene coordinate classification and regression for visual localization[C], 11980-11989(2020).

    [20] YANG L W, BAI Z Q, TANG C Z et al. SANet: scene agnostic network for camera localization[C], 42-51(2019).

    CLP Journals

    [1] Junwen SI, Ziwei ZHOU. Multi-level feature fusion for camera pose regression[J]. Optics and Precision Engineering, 2025, 33(6): 928

    [2] Junwen SI, Ziwei ZHOU. Multi-level feature fusion for camera pose regression[J]. Optics and Precision Engineering, 2025, 33(6): 928

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    Jia-le ZHOU, Bing ZHU, Zhi-lu WU. Camera pose estimation based on 2D image and 3D point cloud fusion[J]. Optics and Precision Engineering, 2022, 30(22): 2901

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    Paper Information

    Category: Information Sciences

    Received: Mar. 21, 2022

    Accepted: --

    Published Online: Nov. 28, 2022

    The Author Email: Bing ZHU (zhubing@hit.edu.cn)

    DOI:10.37188/OPE.20223022.2901

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