Machine learning in the prevention, diagnosis and management of diabetic foot ulcers: A systematic review

J Tulloch, R Zamani, M Akrami - IEEE Access, 2020 - ieeexplore.ieee.org
Diabetic foot ulcers (DFUs) are a serious complication for people with diabetes. They result
in increased morbidity and pressures on health system resources. Developments in …

Application of artificial intelligence methodologies to chronic wound care and management: a sco** review

M Dabas, D Schwartz, D Beeckman… - Advances in wound …, 2023 - liebertpub.com
Significance: As the number of hard-to-heal wound cases rises with the aging of the
population and the spread of chronic diseases, health care professionals struggle to provide …

Deep transfer learning-based visual classification of pressure injuries stages

B Ay, B Tasar, Z Utlu, K Ay, G Aydin - Neural Computing and Applications, 2022 - Springer
Pressure injury follow-up and treatment is a very costly and significant health care problem
for many countries. Early and accurate diagnosis and treatment planning are critical for …

A survey of wound image analysis using deep learning: Classification, detection, and segmentation

R Zhang, D Tian, D Xu, W Qian, Y Yao - IEEE Access, 2022 - ieeexplore.ieee.org
Wounds not only harm the physical and mental health of patients, but also introduce huge
medical costs. Meanwhile, there is a shortage of physicians in some areas, and clinical …

Pathological lung segmentation in chest CT images based on improved random walker

C Chen, R **ao, T Zhang, Y Lu, X Guo, J Wang… - Computer methods and …, 2021 - Elsevier
Abstract Background and Objective Pathological lung segmentation as a pretreatment step
in the diagnosis of lung diseases has been widely explored. Because of the complexity of …

A systematic overview of recent methods for non-contact chronic wound analysis

D Marijanović, D Filko - Applied Sciences, 2020 - mdpi.com
Chronic wounds or wounds that are not healing properly are a worldwide health problem
that affect the global economy and population. Alongside with aging of the population …

Simultaneous wound border segmentation and tissue classification using a conditional generative adversarial network

S Sarp, M Kuzlu, M Pipattanasomporn… - The Journal of …, 2021 - Wiley Online Library
Generative adversarial network (GAN) applications on medical image synthesis have the
potential to assist caregivers in deciding a proper chronic wound treatment plan by …

Chronic Wound Image Augmentation and Assessment Using Semi-Supervised Progressive Multi-Granularity EfficientNet

Z Liu, E Agu, P Pedersen, C Lindsay… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
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 superpixel-wise fully convolutional neural network approach for diabetic foot ulcer tissue classification

R Niri, H Douzi, Y Lucas, S Treuillet - … : Virtual Event, January 10–15, 2021 …, 2021 - Springer
Accurate assessment of diabetic foot ulcers (DFU) is primordial to provide an efficient
treatment and to prevent amputation. Traditional DFU assessment methods used by …

Detection of diabetic foot ulcer using machine/deep learning

D Sadaf, J Amin, M Sharif… - Advances in Deep …, 2022 - taylorfrancis.com
Diabetic foot ulcer (DFU) has become a major diabetes problem nowadays. It can lead to
amputation of the foot if not treated well or on time. DFU treatment is a large-scale problem …