AdvancesinClinicalMedicine临床医学进展,2023,13(10),16349-16354PublishedOnlineOctober2023inHans.https://www.hanspub.org/journal/acmhttps://doi.org/10.12677/acm.2023.13102287文章引用:伍杰,任艳,王晓荣.卷积神经网络在淋巴结超声诊断中的应用[J].临床医学进展,2023,13(10):16349-16354.DOI:10.12677/acm.2023.13102287卷积神经网络在淋巴结超声诊断中的应用伍杰,任艳,王晓荣*新疆医科大学第一附属医院腹部超声诊断科,新疆乌鲁木齐收稿日期:2023年9月17日;录用日期:2023年10月11日;发布日期:2023年10月18日摘要淋巴结是人类身体内重要的免疫器官,当细菌、毒素、肿瘤细胞等物质随着淋巴管进入淋巴结,淋巴结细胞数和体积增加,造成淋巴结肿大。淋巴结有助于阻止和清除这些细菌和毒素,所以异常的淋巴结通常表明该区域内发生了病变,从而根据淋巴结的分布对相关疾病进行诊断非常重要,特别是对于某些传染病的诊断。超声成像技术具备检查准确、实时、无辐射等优点,成为淋巴结疾病首选检查方式。在当代人工智能的大数据背景下,超声医学也进入人工智能的大时代。本文就人工智能在淋巴结超声诊断中的应用展开论述。关键词卷积神经网络,超声医学,淋巴结转移,图像分割,深度学习ApplicationofConvolutionalNeuralNetworkinUltrasoundDiagnosisofLymphNodesJieWu,YanRen,XiaorongWang*DepartmentofAbdominalUltrasoundDiagnosis,TheFirstAffiliatedHospitalofXinjiangMedicalUniversity,UrumqiXinjiangReceived:Sep.17th,2023;accepted:Oct.11th,2023;published:Oct.18th,2023AbstractLymphnodeisanimportantimmuneorganinthehumanbody.Whenbacteria,toxins,tumorcells,andotherantigensubstancesenterthelymphnodewiththelymphaticvessels,thenumberand*通讯作者。伍杰等DOI:10.12677/acm.2023.1310228716350临床医学进展volumeoflymphnodecellsincrease,causinglymphnodeswelling.Lymphnodeshelppreventandremovethesebacteriaandtoxins.Therefore,abnormallymphnodesusuallyindicatethatlesionshaveoccurredintheregion,soitisveryimportanttodiagnoserelateddiseasesaccordingtothedistributionoflymphnodes,especiallyforsomeinfectiousdiseases.Ultrasoundimagingtechnol-ogyhastheadvantagesofaccurate,real-time,nonradiationandsoon,andhasbecomethepre-ferredexaminationmethodforlymphnodediseases.Underthebackgroundofb...