Nonrigid reconstruction of 3D breast surfaces with a low-cost RGBD camera for surgical planning and aesthetic evaluation.
3D surface reconstruction
Aesthetic evaluation
Breast cancer treatment
Depth camera
Nonrigid registration
Journal
Medical image analysis
ISSN: 1361-8423
Titre abrégé: Med Image Anal
Pays: Netherlands
ID NLM: 9713490
Informations de publication
Date de publication:
04 2019
04 2019
Historique:
received:
21
03
2018
revised:
06
01
2019
accepted:
10
01
2019
pubmed:
20
1
2019
medline:
18
12
2019
entrez:
20
1
2019
Statut:
ppublish
Résumé
Accounting for 26% of all new cancer cases worldwide, breast cancer remains the most common form of cancer in women. Although early breast cancer has a favourable long-term prognosis, roughly a third of patients suffer from a suboptimal aesthetic outcome despite breast conserving cancer treatment. Clinical-quality 3D modelling of the breast surface therefore assumes an increasingly important role in advancing treatment planning, prediction and evaluation of breast cosmesis. Yet, existing 3D torso scanners are expensive and either infrastructure-heavy or subject to motion artefacts. In this paper we employ a single consumer-grade RGBD camera with an ICP-based registration approach to jointly align all points from a sequence of depth images non-rigidly. Subtle body deformation due to postural sway and respiration is successfully mitigated leading to a higher geometric accuracy through regularised locally affine transformations. We present results from 6 clinical cases where our method compares well with the gold standard and outperforms a previous approach. We show that our method produces better reconstructions qualitatively by visual assessment and quantitatively by consistently obtaining lower landmark error scores and yielding more accurate breast volume estimates.
Identifiants
pubmed: 30660103
pii: S1361-8415(18)30100-2
doi: 10.1016/j.media.2019.01.003
pmc: PMC6854464
pii:
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
11-25Subventions
Organisme : Wellcome Trust
Pays : United Kingdom
Organisme : Wellcome Trust
ID : 203145Z/16/Z
Pays : United Kingdom
Informations de copyright
Copyright © 2019 The Authors. Published by Elsevier B.V. All rights reserved.
Références
Breast. 2016 Aug;28:121-9
pubmed: 27288864
JAMA Oncol. 2015 Jul;1(4):505-27
pubmed: 26181261
Int J Radiat Oncol Biol Phys. 2012 Jul 1;83(3):839-44
pubmed: 22137022
Breast Cancer Res Treat. 2013 May;139(1):115-23
pubmed: 23580069
J Plast Reconstr Aesthet Surg. 2014 Apr;67(4):489-97
pubmed: 24529695
Aesthet Surg J. 2019 Jan 17;39(2):164-173
pubmed: 29579138
J Plast Reconstr Aesthet Surg. 2014 Apr;67(4):483-8
pubmed: 24513562
IEEE Trans Vis Comput Graph. 2015 May;21(5):571-83
pubmed: 26357205
CA Cancer J Clin. 2011 Mar-Apr;61(2):69-90
pubmed: 21296855
N Engl J Med. 2002 Oct 17;347(16):1233-41
pubmed: 12393820
J Surg Oncol. 2014 Jul;110(1):37-44
pubmed: 24623360
Breast. 2015 Aug;24(4):331-42
pubmed: 25935829
Cancer. 2001 Jun 15;91(12):2273-81
pubmed: 11413515
Med Eng Phys. 2014 Jun;36(6):732-8
pubmed: 24507690
IEEE Trans Vis Comput Graph. 2013 Jul;19(7):1199-217
pubmed: 23661012
J Plast Reconstr Aesthet Surg. 2017 Aug;70(8):1059-1067
pubmed: 28595842
Breast Cancer Res Treat. 2012 Oct;135(3):629-37
pubmed: 22307267
Surg Innov. 2013 Oct;20(5):509-15
pubmed: 23075528
Conf Proc IEEE Eng Med Biol Soc. 2015 Aug;2015:5871-4
pubmed: 26737627
Lancet Oncol. 2014 Jan;15(1):23-34
pubmed: 24314615
Gland Surg. 2016 Apr;5(2):212-26
pubmed: 27047788
Plast Reconstr Surg. 2006 Aug;118(2):313-20
pubmed: 16874195
J Med Biol Eng. 2016;36(6):857-870
pubmed: 28111534