Single-View Reconstruction using orthogonal line-pairs

被引:11
|
作者
Zaheer, Aamer [1 ]
Rashid, Maheen [2 ]
Riaz, Muhammad Ahmed [1 ]
Khan, Sohaib [3 ]
机构
[1] Lahore Univ Management Sci, Dept Comp Sci, Lahore, Pakistan
[2] Univ Calif Davis, Davis, CA 95616 USA
[3] Umm Al Qura Univ, Sci & Technol Unit, Makkah Al Mukarramah, Saudi Arabia
关键词
3D Reconstruction; Single-View Reconstruction; Multi-planar scenes; Orthogonal angles; Angle regularity; Urban environment;
D O I
10.1016/j.cviu.2017.11.014
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Multi-planar buildings and man-made structures are characterized by a profusion of parallel and orthogonal lines. In this paper, using orthogonal line-pairs as the primary feature, we describe an automatic algorithm to recover 3D structure of a multi-planar scene from a single image. First, we show how the presence of such regular angles can be used for 2D rectification of an image of a plane to a fronto-parallel view. Next, by exploiting this ability to rectify scene planes, we propose an automatic Single-View Reconstruction (SVR) method, assuming there are enough orthogonal line-pairs available on each plane. This angle regularity is only imposed on physically intersecting line-pairs, making it a local constraint. Furthermore, we also describe a novel algorithm to automatically segment planes within a scene, and discover their extents and adjacency relationships, using only orthogonal line-pairs. Unlike earlier literature, our approach does not make restrictive assumptions about the orientation of the planes or the camera view, and works for both indoor and outdoor scenes. Results are shown on challenging images which would be difficult to reconstruct for existing automatic SVR algorithms.
引用
收藏
页码:107 / 123
页数:17
相关论文
共 50 条
  • [31] Dynamic Domain Adaptation for Single-view 3D Reconstruction
    Yang, Cong
    Xie, Housen
    Tian, Haihong
    Yu, Yuanlong
    2021 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2021, : 3563 - 3570
  • [32] Single-View Performance Monitoring of On-line Applications Running on a Cloud
    Kanemasa, Yasuhiko
    Suzuki, Shuji
    Kubota, Atsushi
    Higuchi, Junichi
    2017 IEEE 10TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD), 2017, : 350 - 358
  • [33] Single-View Hair Modeling Using A Hairstyle Database
    Hu, Liwen
    Ma, Chongyang
    Luo, Linjie
    Li, Hao
    ACM TRANSACTIONS ON GRAPHICS, 2015, 34 (04):
  • [34] Single-view matching constraints
    Nordberg, Klas
    ADVANCES IN VISUAL COMPUTING, PROCEEDINGS, PT 2, 2007, 4842 : 397 - 406
  • [35] Viewpoint-independent Single-view 3D Object Reconstruction using Reinforcement Learning
    Ito, Seiya
    Ju, Byeongjun
    Kaneko, Naoshi
    Sumi, Kazuhiko
    PROCEEDINGS OF THE 17TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (VISAPP), VOL 5, 2022, : 811 - 819
  • [36] SELECTION OF LINE-PAIRS FOR IRON 2-LINE METHOD OF FLAME TEMPERATURE MEASUREMENT
    KIRKBRIGHT, GF
    SARGENT, M
    VETTER, S
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 1970, B 25 (09) : 465 - +
  • [37] Single-View View Synthesis with Multiplane Images
    Tucker, Richard
    Snavely, Noah
    2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 548 - 557
  • [38] SVRNet: First Investigation of Single-View Reconstruction Network for Fluorescence Molecular Tomography
    Zhang, Peng
    Ma, Chenbin
    Song, Fan
    Liu, Zeyu
    Wu, Huijie
    Feng, Youdan
    He, Yufang
    Wang, Daifa
    Zhang, Guanglei
    IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2023, 9 : 834 - 845
  • [39] Share with Thy Neighbors: Single-View Reconstruction by Cross-Instance Consistency
    Monnier, Tom
    Fisher, Matthew
    Efros, Alexei A.
    Aubry, Mathieu
    COMPUTER VISION - ECCV 2022, PT I, 2022, 13661 : 285 - 303
  • [40] Single-View 3D Mesh Reconstruction for Seen and Unseen Categories
    Yang, Xianghui
    Lin, Guosheng
    Zhou, Luping
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 32 : 3746 - 3758