User: Guest  Login
More Searchfields
Simple search
Title:

Radiological Reports Improve Pre-training for Localized Imaging Tasks on Chest X-Rays

Document type:
Proceedings Paper
Author(s):
Mueller, Philip; Kaissis, Georgios; Zou, Congyu; Rueckert, Daniel
Abstract:
Self-supervised pre-training on unlabeled images has shown promising results in the medical domain. Recently, methods using text-supervision from companion text like radiological reports improved upon these results even further. However, most works in the medical domain focus on image classification downstream tasks and do not study more localized tasks like semantic segmentation or object detection. We therefore propose a novel evaluation framework consisting of 18 localized tasks, including se...     »
Journal title abbreviation:
Med Image Comput Comput Assist Interv Int Conf Med Image Comput Comput Assist Interv
Year:
2022
Journal volume:
13435
Pages contribution:
647-657
Fulltext / DOI:
doi:10.1007/978-3-031-16443-9_62
Print-ISSN:
0302-9743
TUM Institution:
Institut für KI und Informatik in der Medizin (Prof. Rückert)
 BibTeX