Diabetic foot ulcer ischemia and infection classification using efficientnet deep learning models
Z Liu, J John, E Agu - IEEE Open Journal of Engineering in …, 2022 - ieeexplore.ieee.org
Motivation: Infection (bacteria in the wound) and ischemia (insufficient blood supply) in
Diabetic Foot Ulcers (DFUs) increase the risk of limb amputation. Goal: To develop an image …
Diabetic Foot Ulcers (DFUs) increase the risk of limb amputation. Goal: To develop an image …
Diabetic Foot Ulcer Detection: Combining Deep Learning Models for Improved Localization
Diabetes mellitus (DM) can cause chronic foot issues and severe infections, including
Diabetic Foot Ulcers (DFUs) that heal slowly due to insufficient blood flow. A recurrence of …
Diabetic Foot Ulcers (DFUs) that heal slowly due to insufficient blood flow. A recurrence of …
Intelligent Care Management for Diabetic Foot Ulcers: A Scoping Review of Computer Vision and Machine Learning Techniques and Applications
C Baseman, M Fayfman… - Journal of Diabetes …, 2023 - journals.sagepub.com
Ten percent of adults in the United States have a diagnosis of diabetes and up to a third of
these individuals will develop a diabetic foot ulcer (DFU) in their lifetime. Of those who …
these individuals will develop a diabetic foot ulcer (DFU) in their lifetime. Of those who …
Chronic Wound Image Augmentation and Assessment Using Semi-Supervised Progressive Multi-Granularity EfficientNet
Goal: Augment a small, imbalanced, wound dataset by using semi-supervised learning with
a secondary dataset. Then utilize the augmented wound dataset for deep learning-based …
a secondary dataset. Then utilize the augmented wound dataset for deep learning-based …
Hardnet-dfus: Enhancing backbone and decoder of hardnet-mseg for diabetic foot ulcer image segmentation
Diabetic foot ulcers are caused by neuropathic and vascular complications of diabetes
mellitus. In order to provide a proper diagnosis and treatment, wound care professionals …
mellitus. In order to provide a proper diagnosis and treatment, wound care professionals …
DFU-Helper: An innovative framework for longitudinal diabetic foot ulcer diseases evaluation using deep learning
Diabetes affects roughly 537 million people, and is predicted to reach 783 million by 2045.
Diabetes Foot Ulcer (DFU) is a major complication associated with diabetes and can lead to …
Diabetes Foot Ulcer (DFU) is a major complication associated with diabetes and can lead to …
Federated Learning: Centralized and P2P for a Siamese Deep Learning Model for Diabetes Foot Ulcer Classification
It is a known fact that AI models need massive amounts of data for training. In the medical
field, the data are not necessarily available at a single site but are distributed over several …
field, the data are not necessarily available at a single site but are distributed over several …
Diabetic Foot Ulcer Segmentation Using Convolutional and Transformer-Based Models
M Hassib, M Ali, A Mohamed, M Torki… - Diabetic Foot Ulcers …, 2022 - Springer
Diabetes is a rising global epidemic, it was estimated that in 2017 there are 451 million
(aged 18–99 years) people with diabetes worldwide, and it is expected to increase to 693 …
(aged 18–99 years) people with diabetes worldwide, and it is expected to increase to 693 …
Quantifying the effect of image similarity on diabetic foot ulcer classification
This research conducts an investigation on the effect of visually similar images within a
publicly available diabetic foot ulcer dataset when training deep learning classification …
publicly available diabetic foot ulcer dataset when training deep learning classification …
Diabetic Foot Ulcer Grand Challenge 2022 Summary
Abstract The Diabetic Foot Ulcer Challenge 2022 focused on the task of diabetic foot ulcer
segmentation, based on the work completed in previous DFU challenges. The challenge …
segmentation, based on the work completed in previous DFU challenges. The challenge …