Design and Validation of a Wearable Imaging System for Automated Wound Monitoring in Porcine Model DOI Creative Commons

Wan Shen Hee,

Maryam Tebyani, Prabhat Baniya

et al.

bioRxiv (Cold Spring Harbor Laboratory), Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 21, 2024

Abstract Effective wound monitoring has the potential to guide treatment regiments and improve healing outcomes, yet current clinical assessment methods remain largely subjective labor-intensive. To address this challenge, we present a high-resolution wearable imaging system designed for continuous monitoring. The integrates 64 MP camera with plano-convex lens housed in an enclosure measuring 73 mm diameter 36.1 height, features custom printed circuit board (PCB) programmable LED illumination. 3D-printed device is accommodate silicone bioelectronic can be securely attached using commercially available ostomy skin barrier. In porcine model validation studies, successfully captured daily progression over periods up 7 days. images were wirelessly transmitted processing unit where DeepMapper, machine learning algorithm, processed z-stacked performed multi-level feature extraction predict stages indicate complications such as infection. This enables automated analysis of supports development smart care platforms personalized strategies. integrated design approach demonstrates feasibility creating compact, systems suitable applications.

Language: Английский

Design and Validation of a Wearable Imaging System for Automated Wound Monitoring in Porcine Model DOI Creative Commons

Wan Shen Hee,

Maryam Tebyani, Prabhat Baniya

et al.

bioRxiv (Cold Spring Harbor Laboratory), Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 21, 2024

Abstract Effective wound monitoring has the potential to guide treatment regiments and improve healing outcomes, yet current clinical assessment methods remain largely subjective labor-intensive. To address this challenge, we present a high-resolution wearable imaging system designed for continuous monitoring. The integrates 64 MP camera with plano-convex lens housed in an enclosure measuring 73 mm diameter 36.1 height, features custom printed circuit board (PCB) programmable LED illumination. 3D-printed device is accommodate silicone bioelectronic can be securely attached using commercially available ostomy skin barrier. In porcine model validation studies, successfully captured daily progression over periods up 7 days. images were wirelessly transmitted processing unit where DeepMapper, machine learning algorithm, processed z-stacked performed multi-level feature extraction predict stages indicate complications such as infection. This enables automated analysis of supports development smart care platforms personalized strategies. integrated design approach demonstrates feasibility creating compact, systems suitable applications.

Language: Английский

Citations

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