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Lesion segmentation using 3D scan and deep learning for the evaluation of facial portwine stain birthmarks.

Photodiagnosis Photodyn Ther

April 2024

MOE Key Laboratory of Medical Optoelectronics Science and Technology, School of Optoelectronics and Information Engineering, Fujian Normal University, Fuzhou 350100, PR China. Electronic address:

Article Synopsis
  • Portwine stains (PWS) are congenital birthmarks that require accurate area measurement for classification and treatment purposes.
  • This study investigated using 3D scanning combined with deep learning techniques to automate the quantification of PWS areas.
  • The results showed that the improved DeepLabV3+ model effectively extracted PWS lesions with high accuracy, demonstrating its potential for clinical applications in measuring these birthmarks.
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Port-wine birthmark (PWB) are congenital vascular malformations that commonly occur on the face and neck, with an incidence of 0.3-0.5% in the general population, causing significant negative psychological effects and economic burden to patients.

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One-Stage Supramaximal Full-Thickness Wedge Resection of Vascular Lip Anomalies.

J Oral Maxillofac Surg

November 2017

Staff, Vascular Birthmark Institute of New York, Department of Otolaryngology, Lenox Hill and Manhattan Eye, Ear, and Throat Hospitals, New York, NY; Assistant Clinical Professor, Department of Ophthalmology, Harvard Medical School, Boston, MA. Electronic address:

Purpose: Vascular lip anomalies include infantile hemangiomas, venous malformations, and arteriovenous malformations. Surgical management can be complicated by alterations in horizontal length, vertical height, and lip thickness from the underlying pathology. Additional reconstructive challenges include preservation of oral continence, vermillion definition, and the sublabial sulcus.

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Endoscopic transmucosal direct puncture sclerotherapy for management of airway vascular malformations.

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January 2016

Vascular Birthmark Institute of New York, Department of Otolaryngology (m.w., t.o.), Lenox Hill and Manhattan Eye, Ear, and Throat Hospitals, New York, New York, U.S.A.

Objectives/hypothesis: To describe a multidisciplinary approach to the treatment of airway vascular malformations (venous or lymphatic) with direct suspension rigid laryngoscopy and direct puncture transmucosal bleomycin sclerotherapy injected under road-mapping fluoroscopic monitoring, supplemented by Dyna-computed tomography utilization.

Study Design: Case series.

Methods: We performed a retrospective medical record and imaging review of four patients with venous malformations or lymphatic malformations located in the airway.

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