TY - JOUR
T1 - Not-so-supervised
T2 - a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis
AU - Cheplygina, Veronika
AU - de Bruijne, Marleen
AU - Pluim, Josien P.W.
N1 - Copyright © 2019. Published by Elsevier B.V.
PY - 2019/5
Y1 - 2019/5
N2 - Machine learning (ML) algorithms have made a tremendous impact in the field of medical imaging. While medical imaging datasets have been growing in size, a challenge for supervised ML algorithms that is frequently mentioned is the lack of annotated data. As a result, various methods that can learn with less/other types of supervision, have been proposed. We give an overview of semi-supervised, multiple instance, and transfer learning in medical imaging, both in diagnosis or segmentation tasks. We also discuss connections between these learning scenarios, and opportunities for future research. A dataset with the details of the surveyed papers is available via https://figshare.com/articles/Database_of_surveyed_literature_in_Not-so-supervised_a_survey_of_semi-supervised_multi-instance_and_transfer_learning_in_medical_image_analysis_/7479416.
AB - Machine learning (ML) algorithms have made a tremendous impact in the field of medical imaging. While medical imaging datasets have been growing in size, a challenge for supervised ML algorithms that is frequently mentioned is the lack of annotated data. As a result, various methods that can learn with less/other types of supervision, have been proposed. We give an overview of semi-supervised, multiple instance, and transfer learning in medical imaging, both in diagnosis or segmentation tasks. We also discuss connections between these learning scenarios, and opportunities for future research. A dataset with the details of the surveyed papers is available via https://figshare.com/articles/Database_of_surveyed_literature_in_Not-so-supervised_a_survey_of_semi-supervised_multi-instance_and_transfer_learning_in_medical_image_analysis_/7479416.
KW - Computer aided diagnosis
KW - Machine learning
KW - Medical imaging
KW - Multi-task learning
KW - Multiple instance learning
KW - Semi-supervised learning
KW - Transfer learning
KW - Weakly-supervised learning
KW - Diagnostic Imaging
KW - Humans
KW - Image Processing, Computer-Assisted/methods
KW - Supervised Machine Learning
KW - Computer aided diagnosis
KW - Machine learning
KW - Medical imaging
KW - Multi-task learning
KW - Multiple instance learning
KW - Semi-supervised learning
KW - Transfer learning
KW - Weakly-supervised learning
KW - Diagnostic Imaging
KW - Humans
KW - Image Processing, Computer-Assisted/methods
KW - Supervised Machine Learning
U2 - 10.1016/j.media.2019.03.009
DO - 10.1016/j.media.2019.03.009
M3 - Journal article
SN - 1361-8415
VL - 54
SP - 280
EP - 296
JO - Medical Image Analysis
JF - Medical Image Analysis
ER -