[HTML][HTML] A systematic review of generalization research in medical image classification

S Matta, M Lamard, P Zhang, A Le Guilcher… - Computers in biology …, 2024 - Elsevier
Abstract Numerous Deep Learning (DL) classification models have been developed for a
large spectrum of medical image analysis applications, which promises to reshape various …

A Systematic Review of Generalization Research in Medical Image Classification

S Matta, M Lamard, P Zhang, AL Guilcher… - arXiv preprint arXiv …, 2024 - arxiv.org
Numerous Deep Learning (DL) classification models have been developed for a large
spectrum of medical image analysis applications, which promises to reshape various facets …

Open fundus photograph dataset with pathologic myopia recognition and anatomical structure annotation

H Fang, F Li, J Wu, H Fu, X Sun, JI Orlando… - Scientific Data, 2024 - nature.com
Pathologic myopia (PM) is a common blinding retinal degeneration suffered by highly
myopic population. Early screening of this condition can reduce the damage caused by the …

A fundus image classification framework for learning with noisy labels

T Hu, B Yang, J Guo, W Zhang, H Liu, N Wang… - … Medical Imaging and …, 2023 - Elsevier
Fundus images are widely used in the screening and diagnosis of eye diseases. Current
classification algorithms for computer-aided diagnosis in fundus images rely on large …

Attention and dilated convolutions inclusive deep-CNN with multiplexed texture features to diagnose Pathological and High Myopia

S Ali, SA Raut - Computers in Biology and Medicine, 2025 - Elsevier
In today's era, precise and timely diagnosis of ocular diseases are crucial as these disorders
jeopardize millions of visions. Early detection and proactive management can minimize …

Smartphone App to Detect Pathological Myopia Using Spatial Attention and Squeeze‐Excitation Network as a Classifier and Segmentation Encoder

S Ali, S Raut - International Journal of Imaging Systems and …, 2024 - Wiley Online Library
Pathological myopia (PM) is a worldwide visual health concern that can cause irreversible
vision impairment. It affects up to 20 crore population, causing social and economic burdens …

Leveraging Recurrent Neural Networks for Diabetes Progression Monitoring

A Badhoutiya, US Aswal, J Michaelson… - 2023 10th IEEE Uttar …, 2023 - ieeexplore.ieee.org
This study investigates the use of recurrent neural networks, commonly referred to as RNNs,
in tracking the development of diabetes with the goal of revolutionizing tailored medical …

Detection of pathological myopia from fundus images

S Ali, S Raut - … Conference on Communication and Intelligent Systems, 2022 - Springer
Pathological myopia (PM), which results from degenerative changes in the sclera, choroid,
and retinal pigment epithelium (RPE), is associated with irreversible vision loss. This study …