眶周年轻化的人工智能分析。

IF 3 2区 医学 Q1 SURGERY Aesthetic Surgery Journal Pub Date : 2024-09-27 DOI:10.1093/asj/sjae201
Caroline C Kreh, Laura Roider, Peter K Firouzbakht, Charles Nathan, Christian A Prada, Herflund G Lund, Deniz Sarhaddi, Kevin Chen
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引用次数: 0

摘要

背景介绍眶周年轻化手术旨在恢复面部的年轻外观。尽管这些手术很受欢迎,但很少有客观的测量方法来评估它们对感知面部衰老的影响:本研究旨在量化卷积神经网络(CNN)算法所感知的提眉术和眼睑成形术对年龄的影响:对 2018 年至 2023 年期间在一家美容诊所接受上睑成形术、下睑成形术和/或提眉术的患者进行了回顾性审查。收集的数据包括患者的人口统计学特征、所实施的手术、脂肪垫切除术以及术前和术后的正面图像。四种人工智能(AI)平台对每张照片进行分析,以估算术后感知年龄的变化。结果:在 153 名患者中,118 人接受了眼睑成形术,12 人接受了提眉术,23 人同时接受了眼睑成形术和提眉术。在所有人工智能平台中,平均年龄估计误差率为 10.6%,与真实年龄相比,人工智能倾向于低估年龄。单变量分析显示,接受任何手术后,年龄都会减少 1.03 岁(p 结论:提眉术可显著降低感知年龄。在计划进行眶周年轻化手术时,应进行全面的术前评估,并额外考虑提眉术。
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Artificial Intelligence Analysis of Periorbital Rejuvenation.

Background: Periorbital rejuvenation surgery aims to restore a youthful appearance to the face. Despite the popularity of these procedures, few objective measurements exist to evaluate their impact on perceived facial aging.

Objectives: This study aims to quantify the impact of brow lift and blepharoplasty on age as perceived by convolutional neural network (CNN) algorithms.

Methods: A retrospective review was performed on patients who underwent upper blepharoplasty, lower blepharoplasty, and/or brow lift at a single cosmetic practice between 2018 and 2023. Collected data included patient demographics, procedure performed, fat pad resection, and pre- and postoperative frontal images. Each photo was analyzed by four artificial intelligence (AI) platforms to estimate the change in perceived age following surgery. The estimated age reduction was compared between procedures.

Results: Of the 153 included patients, 118 underwent blepharoplasty, 12 underwent brow lift, and 23 had both blepharoplasty and brow lift. Across all AI platforms, the mean age estimation percent error was 10.6%, with a tendency for AI to underestimate compared to true age. Univariate analysis revealed an age reduction following any surgery of 1.03 years (p<0.001). When controlling for other variables, brow lift patients saw a mean age reduction of 1.432 years (p=0.031). Upper and lower blepharoplasty, patient characteristics, and ancillary procedures were not found to be independently associated with significant age reduction.

Conclusions: Brow lifts provide significant reduction in perceived age. When planning for periorbital rejuvenation, a thorough preoperative evaluation should be performed, and additional consideration should be given to brow lifting procedures.

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来源期刊
CiteScore
6.20
自引率
20.70%
发文量
309
审稿时长
6-12 weeks
期刊介绍: Aesthetic Surgery Journal is a peer-reviewed international journal focusing on scientific developments and clinical techniques in aesthetic surgery. The official publication of The Aesthetic Society, ASJ is also the official English-language journal of many major international societies of plastic, aesthetic and reconstructive surgery representing South America, Central America, Europe, Asia, and the Middle East. It is also the official journal of the British Association of Aesthetic Plastic Surgeons, the Canadian Society for Aesthetic Plastic Surgery and The Rhinoplasty Society.
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