Registration of histopathology images using self supervised fine grained feature maps

James Tong, Dwarikanath Mahapatra, Paul Bonnington, Tom Drummond, Zongyuan Ge

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Abstract

Image registration is an important part of many clinical workflows and inclusion of segmentation information of structures of interest improves registration performance. We propose to integrate segmentation information in a registration framework using fine grained feature maps obtained in a self supervised manner. Self supervised feature maps enables use of segmentation information despite the unavailability of manual segmentations. Experimental results show our approach effectively replaces manual segmentation maps and demonstrate the possibility of obtaining state of the art registration performance in real world cases where manual segmentation maps are unavailable.

Original languageEnglish
Title of host publicationDomain Adaptation and Representation Transfer, and Distributed and Collaborative Learning
Subtitle of host publicationSecond MICCAI Workshop, DART 2020, and 1st MICCAI Workshop, DCL 2020, Held in Conjunction with MICCAI 2020, Proceedings
EditorsShadi Albarqouni, Spyridon Bakas, Konstantinos Kamnitsas, M. Jorge Cardoso, Bennett Landman, Wenqi Li, Fausto Milletari, Nicola Rieke, Holger Roth, Daguang Xu, Ziyue Xu
Place of PublicationCham Switzerland
PublisherSpringer
Pages41-51
Number of pages11
Edition1st
ISBN (Electronic)9783030605483
ISBN (Print)9783030605476
DOIs
Publication statusPublished - 2020
EventMICCAI Workshop on Domain Adaptation and Representation Transfer, DART 2020, and the 1st MICCAI Workshop on Distributed and Collaborative Learning, DCL 2020, held in conjunction with the Medical Image Computing and Computer Assisted Intervention, MICCAI 2020 - Lima, Peru
Duration: 4 Oct 20208 Oct 2020
Conference number: 2nd

Publication series

NameLecture Notes in Computer Science
PublisherSpringer
Volume12444 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

ConferenceMICCAI Workshop on Domain Adaptation and Representation Transfer, DART 2020, and the 1st MICCAI Workshop on Distributed and Collaborative Learning, DCL 2020, held in conjunction with the Medical Image Computing and Computer Assisted Intervention, MICCAI 2020
CountryPeru
CityLima
Period4/10/208/10/20

Keywords

  • Fine grained segmentation
  • Histopathology
  • Registration

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