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Author:

Li, Zhaoxin (Li, Zhaoxin.) | Wang, Kuanquan (Wang, Kuanquan.) | Zuo, Wangmeng (Zuo, Wangmeng.) | Meng, Deyu (Meng, Deyu.) (Scholars:孟德宇) | Zhang, Lei (Zhang, Lei.)

Indexed by:

SCIE EI Scopus

Abstract:

Accurate recovery of 3D geometrical surfaces from calibrated 2D multi-view images is a fundamental yet active research area in computer vision. Despite the steady progress in multi-view stereo (MVS) reconstruction, many existing methods are still limited in recovering fine-scale details and sharp features while suppressing noises, and may fail in reconstructing regions with less textures. To address these limitations, this paper presents a detail-preserving and content-aware variational (DCV) MVS method, which reconstructs the 3D surface by alternating between reprojection error minimization and mesh denoising. In reprojection error minimization, we propose a novel inter-image similarity measure, which is effective to preserve fine-scale details of the reconstructed surface and builds a connection between guided image filtering and image registration. In mesh denoising, we propose a content-aware l(p)-minimization algorithm by adaptively estimating the p value and regularization parameters. Compared with conventional isotropic mesh smoothing approaches, the proposed method is much more promising in suppressing noise while preserving sharp features. Experimental results on benchmark data sets demonstrate that our DCV method is capable of recovering more surface details, and obtains cleaner and more accurate reconstructions than the state-of-the-art methods. In particular, our method achieves the best results among all published methods on the Middlebury dino ring and dino sparse data sets in terms of both completeness and accuracy.

Keyword:

feature-preserving l(p) minimization mesh denoising Multi-view stereo reprojection error

Author Community:

  • [ 1 ] [Li, Zhaoxin; Wang, Kuanquan; Zuo, Wangmeng] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
  • [ 2 ] [Li, Zhaoxin; Zhang, Lei] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Hong Kong, Peoples R China
  • [ 3 ] [Meng, Deyu] Xi An Jiao Tong Univ, Inst Informat & Syst Sci, Xian 710049, Peoples R China
  • [ 4 ] [Li, Zhaoxin]Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
  • [ 5 ] [Wang, Kuanquan]Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
  • [ 6 ] [Zuo, Wangmeng]Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
  • [ 7 ] [Li, Zhaoxin]Hong Kong Polytech Univ, Dept Comp, Hong Kong, Hong Kong, Peoples R China
  • [ 8 ] [Zhang, Lei]Hong Kong Polytech Univ, Dept Comp, Hong Kong, Hong Kong, Peoples R China
  • [ 9 ] [Meng, Deyu]Xi An Jiao Tong Univ, Inst Informat & Syst Sci, Xian 710049, Peoples R China

Reprint Author's Address:

  • Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China.

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Source :

IEEE TRANSACTIONS ON IMAGE PROCESSING

ISSN: 1057-7149

Year: 2016

Issue: 2

Volume: 25

Page: 864-877

4 . 8 2 8

JCR@2016

1 0 . 8 5 6

JCR@2020

ESI Discipline: ENGINEERING;

ESI HC Threshold:128

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 17

SCOPUS Cited Count: 41

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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