2D/3D wound segmentation and measurement based on a robot-driven reconstruction system

D Filko, EK Nyarko - Sensors, 2023 - mdpi.com
Chronic wounds, are a worldwide health problem affecting populations and economies as a
whole. With the increase in age-related diseases, obesity, and diabetes, the costs of chronic …

Internet service for wound area measurement using digital planimetry with adaptive calibration and image segmentation with deep convolutional neural networks

P Foltynski, P Ladyzynski - Biocybernetics and Biomedical Engineering, 2023 - Elsevier
Uncontrolled diabetes leads to serious complications comparable to cancer. Infected foot
ulcer causes a 5-year mortality of 50%. Proper treatment of foot wounds is essential, and …

DFU_VIRNet: A novel Visible-InfraRed CNN to improve diabetic foot ulcer classification and early detection of ulcer risk zones

J Reyes-Luévano, JA Guerrero-Viramontes… - … Signal Processing and …, 2023 - Elsevier
Abstract Diabetic Foot Ulcer (DFU) is considered the most serious complication suffered by
people living with Diabetes Mellitus (DM). The development of an advanced stage of DFU …

Improving deep learning based segmentation of scars using multi-view images

J Zhou, Y Dai, D Liu, W Zhu, D **ang, X Chen… - … Signal Processing and …, 2024 - Elsevier
The utilization of deep learning for scar segmentation in photographs enables automated
and non-contact quantitative analysis of skin scars. Meanwhile, multi-view photographs are …

Can deep learning wound segmentation algorithms developed for a dataset be effective for another dataset? A specific focus on diabetic foot ulcers

S Lucho, R Naemi, B Castañeda, S Treuillet - IEEE Access, 2024 - ieeexplore.ieee.org
Diabetic foot ulcers (DFU) represent a severe complication, often resulting from poor
glycemic control, neuropathy, peripheral vascular disease, or inadequate foot care. DFUs …

RGB-D Camera-Based Automatic Wound-Measurement System

P Zhang, Y Zhang, Q Li - IEEE Transactions on Instrumentation …, 2023 - ieeexplore.ieee.org
Chronic wounds can lead to serious complications such as infection and amputation and
require effective long-term care and monitoring. However, manual wound measurement is …

In situ bioprinting for cartilage repair using a parallel manipulator

HY Lei, YR Chen, ZB Liu, YN Li, BB Xu… - … Journal of Bioprinting, 2024 - accscience.com
Regeneration of large-sized cartilage injury is a challenging endeavor. In vitro bioprinting for
cartilage repair has several drawbacks, such as the tedious process of material preparation …

A Study of Data Augmentation Techniques to Overcome Data Scarcity in Wound Classification using Deep Learning

H Narayanan, S Ghanta - arxiv preprint arxiv:2411.02456, 2024 - arxiv.org
Chronic wounds are a significant burden on individuals and the healthcare system, affecting
millions of people and incurring high costs. Wound classification using deep learning …

Wound Segmentation with U-Net Using a Dual Attention Mechanism and Transfer Learning

R Niri, S Zahia, A Stefanelli, K Sharma, S Probst… - Journal of imaging …, 2025 - Springer
Accurate wound segmentation is crucial for the precise diagnosis and treatment of various
skin conditions through image analysis. In this paper, we introduce a novel dual attention U …

Advanced Wound Care Training with IoT and LSTM for Dynamic Learning Environments

C Viswanathan, K Lalitha, J Selvi… - … Conference on Data …, 2024 - ieeexplore.ieee.org
Wound treatment is an essential part of patient care that requires continuous training and
education for medical personnel. Using Long Short-Term Memory (LSTM) networks for time …