A survey of the impact of self-supervised pretraining for diagnostic tasks in medical X-ray, CT, MRI, and ultrasound
Self-supervised pretraining has been observed to be effective at improving feature
representations for transfer learning, leveraging large amounts of unlabelled data. This …
representations for transfer learning, leveraging large amounts of unlabelled data. This …
[HTML][HTML] Learning anatomically consistent embedding for chest radiography
Self-supervised learning (SSL) approaches have recently shown substantial success in
learning visual representations from unannotated images. Compared with photographic …
learning visual representations from unannotated images. Compared with photographic …
Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability Composability and Decomposability from Anatomy via Self Supervision
MRH Taher, MB Gotway… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Humans effortlessly interpret images by parsing them into part-whole hierarchies; deep
learning excels in learning multi-level feature spaces but they often lack explicit coding of …
learning excels in learning multi-level feature spaces but they often lack explicit coding of …
Asa: Learning anatomical consistency, sub-volume spatial relationships and fine-grained appearance for ct images
To achieve superior performance, deep learning relies on copiousness, high-quality,
annotated data, but annotating medical images is tedious, laborious, and time-consuming …
annotated data, but annotating medical images is tedious, laborious, and time-consuming …
A survey of the impact of self-supervised pretraining for diagnostic tasks with radiological images
Self-supervised pretraining has been observed to be effective at improving feature
representations for transfer learning, leveraging large amounts of unlabelled data. This …
representations for transfer learning, leveraging large amounts of unlabelled data. This …
LT-ViT: A Vision Transformer for multi-label Chest X-ray classification
Vision Transformers (ViTs) are widely adopted in medical imaging tasks, and some existing
efforts have been directed towards vision-language training for Chest X-rays (CXRs) …
efforts have been directed towards vision-language training for Chest X-rays (CXRs) …