{"title":"SMCS: A lightweight MobileNet-based framework for skin cancer classification, segmentation, and explanation","authors":"Thuan Van Tran, Triet Minh Nguyen, Quy Thanh Lu","doi":"10.1016/j.simpa.2025.100804","DOIUrl":null,"url":null,"abstract":"<div><div>Skin is an important part of the guardian system, which helps to protect us from harmful factors such as physical impact, bacteria, viruses, and especially daily ultraviolet (UV) radiation. However, the changing of the environment in the present era creates prolonged exposure to UV, which can damage the skin and increase the risk of skin cancer. Thus, a skin cancer classification and detection framework called SMCS (Sampling in MobileNet for Skin Classification) was published by taking the power of artificial intelligence and deep learning. In this pipeline, skin illnesses can be discovered early, which aids doctors and patients in diagnosis and treatment while reducing both time and cost.</div></div>","PeriodicalId":29771,"journal":{"name":"Software Impacts","volume":"27 ","pages":"Article 100804"},"PeriodicalIF":1.2000,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Software Impacts","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2665963825000648","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/12/15 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"COMPUTER SCIENCE, SOFTWARE ENGINEERING","Score":null,"Total":0}
引用次数: 0
Abstract
Skin is an important part of the guardian system, which helps to protect us from harmful factors such as physical impact, bacteria, viruses, and especially daily ultraviolet (UV) radiation. However, the changing of the environment in the present era creates prolonged exposure to UV, which can damage the skin and increase the risk of skin cancer. Thus, a skin cancer classification and detection framework called SMCS (Sampling in MobileNet for Skin Classification) was published by taking the power of artificial intelligence and deep learning. In this pipeline, skin illnesses can be discovered early, which aids doctors and patients in diagnosis and treatment while reducing both time and cost.
皮肤是保护系统的重要组成部分,它有助于保护我们免受有害因素的影响,如物理冲击,细菌,病毒,尤其是日常紫外线(UV)辐射。然而,当今时代环境的变化使人长时间暴露在紫外线下,这会损害皮肤,增加患皮肤癌的风险。因此,利用人工智能和深度学习的力量,发表了一个名为SMCS (Sampling in MobileNet for skin classification)的皮肤癌分类检测框架。在这个管道中,皮肤疾病可以早期发现,这有助于医生和患者的诊断和治疗,同时减少时间和成本。