Visual material characteristics learning for circular healthcare

Purpose The paper proposes several small-scale vision systems to demonstrate the application of advanced computer vision (CV) for circular economy (CE). Design/methodology/approach The proposed small-scale vision systems are based on deep neural networks trained and run on different computing platforms. Findings This study's findings show that advanced CV can enable flexible waste sorting, disassembly, and resource mapping and quantification. Research limitations/implications The proposed vision systems are small-scale, hence not ready for deployment in real scenarios. Their purpose is to give proof of the concept within the context of CE and to clarify the link between CV and CE. Originality/value Development of different small-scale vision systems to link advanced CV and CE tasks.

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Publication Details

Journal
Engineering Computations
Published
2026-01-04
DOI
https://doi.org/10.1108/ec-07-2024-0622
Primary Topic
Sustainable Supply Chain Management
Type
article
Field-Weighted Citation Impact
0.00
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article

Visual material characteristics learning for circular healthcare

Shahin Rahimifard, Federico Zocco
Engineering Computations
Sustainable Supply Chain Management
article

Visual material characteristics learning for circular healthcare

Shahin Rahimifard, Federico Zocco
article en

Abstract

Purpose The paper proposes several small-scale vision systems to demonstrate the application of advanced computer vision (CV) for circular economy (CE). Design/methodology/approach The proposed small-scale vision systems are based on deep neural networks trained and run on different computing platforms. Findings This study's findings show that advanced CV can enable flexible waste sorting, disassembly, and resource mapping and quantification. Research limitations/implications The proposed vision systems are small-scale, hence not ready for deployment in real scenarios. Their purpose is to give proof of the concept within the context of CE and to clarify the link between CV and CE. Originality/value Development of different small-scale vision systems to link advanced CV and CE tasks.

Engineering Computations
Loughborough University (GB)
Openalex Percentile: Top 97%
Sustainable Supply Chain Management
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Visual material characteristics learning for circular healthcare — Shahin Rahimifard, Federico Zocco · Engineering Computations (2026) | TGRS Research Map | TGRS