Infrared and Laser Engineering, Volume. 53, Issue 6, 20240120(2024)

3D surface reconstruction method through neural-pull based on edge enhancement

Baochang XU1, Yihao WANG1、*, Weiwei HAO2, Shixuan YIN1, Wei WANG2, and Yafei LI2
Author Affiliations
  • 1College of Information Science and Engineering/College of Artificial Intelligence, China University of Petroleum, Beijing 102249, China
  • 2CNPC Engineering Technology R & D Company Limited, Beijing 102206, China
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    References(24)

    [7] [7] PARK J J, FLENCE P, STRAUB J, et al. Deepsdf: Learning continuous signed distance functions f shape representation[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2019: 165174.

    [8] [8] GROPP A, YARIV L, HAIM N, et al. Implicit geometric regularization f learning shapes[C]Proceedings of the 37th International Conference on Machine Learning, 2020.

    [9] [9] MA B, LIU Y S, ZWICKER M, et al. Surface reconstruction from point clouds by learning predictive context pris[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2022: 63266337.

    [10] [10] ZHOU J, MA B, LI S, et al. Learning a me continuous zero level set in unsigned distance fields through level set projection [C]Proceedings of the IEEECVF International Conference on Computer Vision, 2023: 31813192.

    [11] J ZHOU, B MA, Y S LIU et al. Learning consistency-aware unsigned distance functions progressively from raw point clouds, 35, 16481-16494(2022).

    [12] [12] LENSEN W E, CLINE H E. Marching cubes: A High Resolution 3D Surface Construction Algithm[M]. New Yk: ACM Siggraph, 1998.

    [13] J CHIBANE, G PONS-MOLL. Neural unsigned distance fields for implicit function learning, 33, 21638-21652(2020).

    [14] [14] CHEN C, LIU Y S, HAN Z. Gridpull: Towards scalability in learning implicit representations from 3d point clouds[C]Proceedings of the IEEECVF International Conference on Computer Vision, 2023: 1832218334.

    [15] [15] MA B, HAN Z, LIU Y S, et al. NeuralPull: Learning signed distance function from point clouds by learning to pull space onto surface[C]International Conference on Machine Learning, PMLR, 2021: 72467257.

    [16] [16] MESCHEDER L, OECHSLE M, NIEMEYER M, et al. Occupancy wks: Learning 3D reconstruction in function space[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2019: 44604470.

    [17] [17] BAZAZIAN D, CASAS J R, RUIZHIDALGO J. Fast robust edge extraction in unganized point clouds[C]2015 International Conference on Digital Image Computing: Techniques Applications (DICTA), IEEE, 2015: 18.

    [18] [18] PAULY M, KEISER R, GROSS M. Multiscale feature extraction on pointsampled surfaces[C]Computer Graphics Fum, 2003, 22(3): 281289.

    [19] [19] KOCH S, MATVEEV A, JIANG Z, et al. Abc: A big cad model dataset f geometric deep learning[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2019: 96019611.

    [20] [20] CURLESS B, LEVOY M. A volumetric method f building complex models from range images[C]Proceedings of the 23rd Annual Conference on Computer Graphics Interactive Techniques, 1996: 303312.

    [21] [21] WILLIAMS F, SCHNEIDER T, SILVA C, et al. Deep geometric pri f surface reconstruction[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2019: 1013010139.

    [22] [22] GROUEIX T, FISHER M, KIM V G, et al. A papiermâché approach to learning 3d surface generation[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition, 2018: 216224.

    [23] [23] BAUI M, YUSHEN L, ZHIZHONG H. Reconstructing surfaces f sparse point clouds with onsurface pris[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2022, 3: 163169.

    [24] [24] KOONCE B. Res 50[M]. US: Springer Apress, 2021.

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    Baochang XU, Yihao WANG, Weiwei HAO, Shixuan YIN, Wei WANG, Yafei LI. 3D surface reconstruction method through neural-pull based on edge enhancement[J]. Infrared and Laser Engineering, 2024, 53(6): 20240120

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    Paper Information

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    Received: Mar. 13, 2024

    Accepted: --

    Published Online: Jul. 31, 2024

    The Author Email: WANG Yihao (ricepudding12138@163.com)

    DOI:10.3788/IRLA20240120

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