1、AI助力醫(yī)學(xué)影像精準(zhǔn)高效技術(shù)創(chuàng)新整合全局和個(gè)人的數(shù)據(jù)Follow-upTherapyTherapy decision, planning simulationRadiology the navigatorDiagnosis, forecastPopulation levelPatient levelDigital WorkflowBig Data AnalyticsmHealthElectronicHealth Records醫(yī)學(xué)影像學(xué)的大場面20181980199120161956197720年AI不忘初心2000OutcomesCostsKeep the pace of medical i

2、nnovations with IT Care Plan:Annually released versions of syngo.via強(qiáng)大的資源專門的人工智能和認(rèn)知信息能力中心在醫(yī)學(xué)影像領(lǐng)域，400項(xiàng)機(jī)器學(xué)習(xí)的專利syngo.via CT applicationssyngo.via MR applicationssyngo.via1 and syngo.via General Engine2005201020151 syngo.via can be used as a standalone device or together with a variety of syngo.via-base

3、d software options, which are medical devices in their own right. syngo.via and the syngo.via based software options are not commercially available in all countries. Due to regulatory reasons its future availability cannot be guaranteed. Please contact your local Siemens organization for further det

4、ails.ALPHA AutoAlign Spinesyngo.CTLung CADsyngo.CTColon. PEVsyngo.CT Liver Analysissyngo.MR cardiac 4Dsyngo.CT Coronary Ventricular FunctionAnalysissyngo.CTCardiac Functionsyngo.CT PE CADCT TAVI Planningsyngo.CTBone ReadingALPHA FAST AlignALPHA FAST SpineALPHA AutoRange for PACS-readyALPHA Spine lab

5、elling in syngo.via syngo.CT Vascular AnalysisALPHA Landmark registration forsyngo.viaALPHA AutoView CT/MR for syngo.via早在1996年，發(fā)表了首篇關(guān)于神經(jīng)網(wǎng)絡(luò)的 研究論文“ALPHA Technology has made us far more efficient and accurate in terms of diagnosing the levels of the disease.”Courtesy of Sand Lake Imaging, Orlando, FL,

6、 USA, Stephen M. Bravo, M.D.加速 病人流通提升 診斷精確度51 Statistical performance. Data on file, based on 16.000 tests (unseen CT data), clinical experience may vary on patients and image acquisition factors.The statements by Siemens customers described herein are based on results that were achieved in the cust

7、omers unique setting. Since there is no typical hospital and many variables exist (e.g., hospital size, case mix, level of IT adoption) there can be no guarantee that other customers will achieve the same results.ALPHA 技術(shù)自動(dòng)脊柱標(biāo)記、自動(dòng)肋骨標(biāo)記自動(dòng)標(biāo)記定位自動(dòng)范圍預(yù)置、自動(dòng)視圖Syngo.CT Lung CAD計(jì)算機(jī)輔助肺結(jié)節(jié)檢測標(biāo)示感興趣區(qū)，避免醫(yī)生在人工胸部CT閱片過程

8、中遺 漏可疑病灶97%Sensitivity199%Accuracy1Up to 50% more precise than competition185.4%Accuracy12xLess rejections against competitive systems1“ the Radiologist can concentrate on reading CT scan instead wasting time preparing the data.”Courtesy of University Innsbruck, Austria, Department of Radiology, Uni

9、v.-Prof. Dr. Gudrun Feuchtner, MD, PDAI“This saves us a lot of concentration and mental energy”Courtesy of Klinikum Wels-Grieskirchen in Wels, Austria, Dr. Philipp LustAI in syngo.via 助力影像：精準(zhǔn)、高效解剖結(jié)構(gòu)定位自動(dòng)脊柱標(biāo)記、自動(dòng)肋骨標(biāo)記自動(dòng)視圖基于器官的圖像分割自動(dòng)測量，與參考數(shù)據(jù)集實(shí)時(shí)關(guān)聯(lián)語音識別和語音命令1AI 促進(jìn)影像工作流程：閱片和報(bào)告Read organ-based, quantify refer

10、ence-based, report evidence-based深度學(xué)習(xí)算法隨手可得的 精準(zhǔn)診斷AI in syngo.via 助力影像：精準(zhǔn)、高效OutcomesCostsEnablingbetter outcomesatlower costs管理日益增長的醫(yī)學(xué)數(shù)據(jù)，提高臨 床產(chǎn)出提升醫(yī)生信心和診斷精準(zhǔn)度個(gè)性化的影像和治療決策給醫(yī)生提供即開即用的診斷圖像，節(jié)約時(shí)間在人力短缺的前提下，實(shí)現(xiàn)標(biāo)準(zhǔn) 化結(jié)果縮短規(guī)范化培訓(xùn)周期 當(dāng)前可用的AI，超越未來的AI人工智能：能為影像學(xué)做什么？AI 通過影像分析策略促進(jìn)精準(zhǔn)和高效效率驅(qū)動(dòng)影像：AI為影像學(xué)家創(chuàng)造更多可能8https:/ww/profile/F

11、iona_Lettice/publication/228558464_Disruptive_innovation_Removing_the_innovators_ dilemma/links/0046352629fcc041a1000000.pdfPerformanceTimenew technology“ 逐漸地，新技 術(shù)不斷提升達(dá)到 了取代現(xiàn)有技術(shù) 的程度”2017AI忽視人工智能High number of data setsLow number of data setsHigh performance Low performanceno improvement through furt

12、her data setsTraditional Machine LearningDeep (Machine) Learning更高效地參與AI的研發(fā) 持續(xù)保持AI研究的力度1,2 Artificial Intelligence, Russell & Norvig, 2016Deep (Machine) learningMachine learningArtificial IntelligenceDeep (Machine) LearningTraditional Machine LearningMachine Learning從 2012年起,西門子醫(yī)療將人工智能專業(yè)的重點(diǎn)放在深度學(xué)習(xí)方面 強(qiáng)大的研發(fā)能力和豐富的資源400 項(xiàng)專利和專利申請 集中在機(jī)器學(xué)習(xí)領(lǐng)域75 項(xiàng)有關(guān)深度學(xué)習(xí)超過30種 AI驅(qū)動(dòng)的產(chǎn) 品供應(yīng)市場組織化圖像 , 影像報(bào)告 運(yùn)行數(shù)據(jù)專注于AI的標(biāo)記團(tuán)隊(duì)100,000,000區(qū)域 超級計(jì)算 數(shù)據(jù)中心4 600,000installed base緊密的臨床協(xié)作AI 技術(shù)中心 出色的數(shù)據(jù)專 家Medscape Radiology, Saurabh Jha, MBBS, MRCS, May 12, 2016WIRED,Klint Finley, October 27,2015Itn