[HTML][HTML] Shedding light on ai in radiology: A systematic review and taxonomy of eye gaze-driven interpretability in deep learning
J Neves, C Hsieh, IB Nobre, SC Sousa… - European Journal of …, 2024 - Elsevier
X-ray imaging plays a crucial role in diagnostic medicine. Yet, a significant portion of the
global population lacks access to this essential technology due to a shortage of trained …
global population lacks access to this essential technology due to a shortage of trained …
The Use of Machine Learning in Eye Tracking Studies in Medical Imaging: A Review
B Ibragimov, C Mello-Thoms - IEEE Journal of Biomedical and …, 2024 - ieeexplore.ieee.org
Machine learning (ML) has revolutionized medical image-based diagnostics. In this review,
we cover a rapidly emerging field that can be potentially significantly impacted by ML–eye …
we cover a rapidly emerging field that can be potentially significantly impacted by ML–eye …
Changes in radiologists' gaze patterns against lung x-rays with different abnormalities: a randomized experiment
I Pershin, T Mustafaev, D Ibragimova… - Journal of Digital …, 2023 - Springer
The workload of some radiologists increased dramatically in the last several, which resulted
in a potentially reduced quality of diagnosis. It was demonstrated that diagnostic accuracy of …
in a potentially reduced quality of diagnosis. It was demonstrated that diagnostic accuracy of …
[HTML][HTML] Gaze analysis: A survey on its applications
The examination of ocular movements has a wide range of applications due to the current
developments in sensors that are now able to collect this biometric. This type of investigation …
developments in sensors that are now able to collect this biometric. This type of investigation …
Predicting radiologists' gaze with computational saliency models in mammogram reading
Previous studies have shown that there is a strong correlation between radiologists'
diagnoses and their gaze when reading medical images. The extent to which gaze is …
diagnoses and their gaze when reading medical images. The extent to which gaze is …
A human-adaptive model for user performance and fatigue evaluation during gaze-tracking tasks
Eye gaze interfaces are an emerging technology that allows users to control graphical user
interfaces (GUIs) simply by looking at them. However, using gaze-controlled GUIs can be a …
interfaces (GUIs) simply by looking at them. However, using gaze-controlled GUIs can be a …
Contrastive Learning Approach to Predict Radiologist's Error Based on Gaze Data
I Pershin, T Mustafaev… - 2023 IEEE Congress on …, 2023 - ieeexplore.ieee.org
The increase in medical imaging and, consequently, the growing workload of radiologists
requires workflow optimization. The interaction between radiologists and artificial …
requires workflow optimization. The interaction between radiologists and artificial …
Explainable reverse verification of goodness of classification of MRI images by clinical experts
Radiology offers a presumptive diagnosis. The etiology of radiological errors are prevalent,
recurrent, and multi-factorial. The pseudo-diagnostic conclusions can arise from varying …
recurrent, and multi-factorial. The pseudo-diagnostic conclusions can arise from varying …
When Eye-Tracking Meets Machine Learning: A Systematic Review on Applications in Medical Image Analysis
S Moradizeyveh, M Tabassum, S Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Eye-gaze tracking research offers significant promise in enhancing various healthcare-
related tasks, above all in medical image analysis and interpretation. Eye tracking, a …
related tasks, above all in medical image analysis and interpretation. Eye tracking, a …
A Data-Driven Approach to Improve the Quality of Radiologist's Chest X-Ray Scanning
C Ramirez-Tamayo - 2022 - search.proquest.com
Perceptual errors in radiography account for most errors encountered while scanning Chest
X-rays, leading to most misdiagnosed. In this scenario, radiologists train themselves in such …
X-rays, leading to most misdiagnosed. In this scenario, radiologists train themselves in such …