• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
成果搜索

author:

Kong, Weifeng (Kong, Weifeng.) [1] | Zhang, Qiudan (Zhang, Qiudan.) [2] | Yang, You (Yang, You.) [3] | Zhao, Tiesong (Zhao, Tiesong.) [4] | Wu, Wenhui (Wu, Wenhui.) [5] | Wang, Xu (Wang, Xu.) [6]

Indexed by:

EI

Abstract:

Estimating 360 depth information has attracted considerable attention due to the fast development of emerging 360 cameras. However, most researches only focus on dealing with the distortion of 360 images without considering the geometric information of 360 images, leading to poor performance. In this paper, we conduct to apply indoor structure regularities for self-supervised 360 image depth estimation. Specifically, we carefully design two geometric constraints for efficient model optimization including dominant direction normal constraint and planar consistency depth constraint. The dominant direction normal constraint enables to align the normal of indoor 360 images with the direction of vanishing points. The planar consistency depth constraint is utilized to fit the estimated depth of each pixel by its 3D plane. Hence, incorporating these two geometric constraints can further facilitate the generation of accurate depth results for 360 images. Extensive experiments illustrate that our designed method improves δ1 by an average of 4.82% compared to state-of-the-art methods on Matterport3D and Stanford2D3D datasets within 3D60. © 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.

Keyword:

Geometry Machine learning

Community:

  • [ 1 ] [Kong, Weifeng]College of Computer Science and Software Engineering, Shenzhen University, Shenzhen; 518060, China
  • [ 2 ] [Zhang, Qiudan]College of Computer Science and Software Engineering, Shenzhen University, Shenzhen; 518060, China
  • [ 3 ] [Yang, You]School of Electronic Information and Communications, Huangzhong University of Science and Technology, Wuhan; 430074, China
  • [ 4 ] [Zhao, Tiesong]College of Physics and Information Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 5 ] [Wu, Wenhui]College of Electronics and Information Engineering, Shenzhen University, Shenzhen; 518060, China
  • [ 6 ] [Wang, Xu]College of Computer Science and Software Engineering, Shenzhen University, Shenzhen; 518060, China

Reprint 's Address:

Email:

Show more details

Related Keywords:

Related Article:

Source :

ISSN: 0302-9743

Year: 2022

Volume: 13631 LNCS

Page: 438-451

Language: English

0 . 4 0 2

JCR@2005

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

Affiliated Colleges:

Online/Total:192/10829399
Address:FZU Library(No.2 Xuyuan Road, Fuzhou, Fujian, PRC Post Code:350116) Contact Us:0591-22865326
Copyright:FZU Library Technical Support:Beijing Aegean Software Co., Ltd. 闽ICP备05005463号-1