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Towards Data-Efficient Computer Vision for Consumer-Grade Sensing: A Unified Framework for Skin Analysis, Biometrics, and Thermal Imaging

2026-02-26

Abstract excerpt

Computer vision systems deployed on consumer and handheld sensors (smartphones, low-cost thermal cameras, and compact clinical imaging devices) face three recurring technical challenges: (i) limited labeled data, (ii) domain shift across devices and capture conditions, and (iii) tight constraints on latency, memory, and energy. This paper presents a unified scientific framework for data-efficient image understandi...

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Literature Corpus work
6577ab94-8893-5a54-bf87-a0be58344b17
DOI
10.22541/au.177212248.89986785/v1
Open publication

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Towards Data-Efficient Computer Vision for Consumer-Grade Sensing: A Unified Framework for Skin Analysis, Biometrics, and Thermal ImagingDOI 10.22541/au.177212248.89986785/v1
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