Smart Point-of-Care Application for Automated Wound Segmentation

The chronic wounds have been a significant public health concern. The continuous monitoring using a smart point-of-care system can improve the chronic wound care quality. The proposed study implements the MobileNetV2 deep learning model for automated wound segmentation and estimates the area. The model has been implemented on a Jetson nano board with integrated camera module for point-of-care system. The model achieves 0.95 dice score for segmentation of images. The advancement could lead to more efficient and accurate chronic wound management, ultimately enhancing patient outcomes.

Authors

Institutions

Publication Details

Published
2024-12-06
DOI
https://doi.org/10.1109/isas64331.2024.10845696
Primary Topic
Diabetic Foot Ulcer Assessment and Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Smart Point-of-Care Application for Automated Wound Segmentation

Subhasis Mahata, Biswabandhu Jana, Pradyut Kumar Sanki, Mahua Bhattacharya et al.
Diabetic Foot Ulcer Assessment and Management
article

Smart Point-of-Care Application for Automated Wound Segmentation

Subhasis Mahata, Biswabandhu Jana, Pradyut Kumar Sanki, Mahua Bhattacharya, Amrit Kumar Singha
article en

Abstract

The chronic wounds have been a significant public health concern. The continuous monitoring using a smart point-of-care system can improve the chronic wound care quality. The proposed study implements the MobileNetV2 deep learning model for automated wound segmentation and estimates the area. The model has been implemented on a Jetson nano board with integrated camera module for point-of-care system. The model achieves 0.95 dice score for segmentation of images. The advancement could lead to more efficient and accurate chronic wound management, ultimately enhancing patient outcomes.

Indian Institute of Technology Kharagpur (IN), SRM University (IN), Atal Bihari Vajpayee Indian Institute of Information Technology and Management (IN)
Openalex Percentile: Top 61%
Diabetic Foot Ulcer Assessment and Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.