From labels to priors in capsule endoscopy: a prior guided approach for improving generalization with few labels
Abstract The lack of generalizability of deep learning approaches for the automated diagnosis of pathologies in Wireless Capsule Endoscopy (WCE) has prevented any significant advantages from trickling down to real clinical practices. As a result, disease management using WCE continues to depend on e...
Main Authors: | Anuja Vats, Ahmed Mohammed, Marius Pedersen |
---|---|
Format: | Article |
Language: | English |
Published: |
Nature Portfolio
2022-09-01
|
Series: | Scientific Reports |
Online Access: | https://doi.org/10.1038/s41598-022-19675-7 |
Similar Items
-
Multichannel Residual Cues for Fine-Grained Classification in Wireless Capsule Endoscopy
by: Anuja Vats, et al.
Published: (2022-01-01) -
Modified method of patency judgement using patency capsule prior to capsule endoscopy in clinical practice
by: Takahiro Miyazu, et al.
Published: (2022-08-01) -
Evaluating clinical diversity and plausibility of synthetic capsule endoscopic images
by: Anuja Vats, et al.
Published: (2023-07-01) -
Is the use of AGILE patency capsule prior to videocapsule endoscopy useful in all patients with spondyloarthritis?
by: Gheorghe Andrada, et al.
Published: (2017-06-01) -
Clinical Experience with the PillCam Patency Capsule prior to Video Capsule Endoscopy: A Real-World Experience
by: C. Römmele, et al.
Published: (2016-01-01)