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An AI-based classification machine for facial pigmented lesions

Source link : https://health365.info/an-ai-based-classification-machine-for-facial-pigmented-lesions/

A standard symbol preprocessing workflow. The facial symbol is corrected for white stability with Python’s OpenCV. A sq. area of passion (ROI) containing the principle lesion is cropped. ROIs from 5 lesion sorts (ADM, Eph, Mel, Sen, LM/LMM) nonetheless display herbal variation in pores and skin tone and pigmentation. Simplest photographs with enough readability (Laplacian variance ≥ 10) continue for CNN research. Credit score: Professor Atsushi Otsuka from Kindai College School of Drugs, Japan

A analysis group has advanced a diagnostic machine that makes use of synthetic intelligence (AI) to as it should be determine the kind of facial pigmented lesions and make stronger laser remedy selections. A paper in this find out about used to be printed on-line in Cureus.

Facial pigmented lesions are available many differing kinds, reminiscent of melasma, ephelides, obtained dermal melanocytosis, sun lentigo, and lentigo maligna melanoma, however they’re steadily visually an identical, which makes differential prognosis difficult.

Then again, suitable remedy for those lesions varies very much relying at the kind, and correct prognosis is very important as this immediately impacts the feasibility and choice of laser remedy. As an example, beside the point laser use can exacerbate melasma, and delaying essential surgical excision for lentigo maligna melanoma because of misdiagnosis may have critical penalties.

Lately, imaging diagnostic generation…

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Author : admin

Publish date : 2025-07-01 20:51:00

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