Blar i NTNU Open på forfatter "Vats, Anuja"
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Concept-based reasoning in medical imaging
Vats, Anuja; Pedersen, Marius; Mohammed, Ahmed Kedir (Peer reviewed; Journal article, 2023)Purpose As concept-based reasoning for improving model interpretability becomes promising, the question of how to define good concepts becomes more pertinent. In domains like medical, it is not always feasible to access ... -
Deep Learning for Improved Diagnosis of Pathologies in Wireless Capsule Endoscopy with Focus on Data Efficiency and Transparency
Vats, Anuja (Doctoral theses at NTNU;2023:272, Doctoral thesis, 2023)Over the past decade the use of deep learning in different application areas has increased steadily. These areas include automated decisions in industries to autonomous vehicles, defence, and even medical. Each field gives ... -
Evaluating clinical diversity and plausibility of synthetic capsule endoscopic images
Vats, Anuja; Pedersen, Marius; Mohammed, Ahmed Kedir; Hovde, Øistein (Peer reviewed; Journal article, 2023)Wireless Capsule Endoscopy (WCE) is being increasingly used as an alternative imaging modality for complete and non-invasive screening of the gastrointestinal tract. Although this is advantageous in reducing unnecessary ... -
From labels to priors in capsule endoscopy: a prior guided approach for improving generalization with few labels
Vats, Anuja; Mohammed, Ahmed Kedir; Pedersen, Marius (Peer reviewed; Journal article, 2022)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. ... -
Learning More for Free-A Multi Task Learning Approach for Improved Pathology Classification in Capsule Endoscopy
Vats, Anuja; Pedersen, Marius; Mohammed, Ahmed Kedir; Hovde, Øistein (Chapter, 2021)The progress in Computer Aided Diagnosis (CADx) of Wireless Capsule Endoscopy (WCE) is thwarted by the lack of data. The inadequacy in richly representative healthy and abnormal conditions results in isolated analyses of ... -
Multichannel Residual Cues for Fine-Grained Classification in Wireless Capsule Endoscopy
Vats, Anuja; Raja, Kiran; Pedersen, Marius; Mohammed, Ahmed Kedir (Peer reviewed; Journal article, 2022)Early diagnosis of gastrointestinal pathologies leads to timely medical intervention and prevents disease development. Wireless Capsule Endoscopy (WCE) is used as a non-invasive alternative for gastrointestinal examination. ...