[{"data":1,"prerenderedAt":910},["ShallowReactive",2],{"content-query-TW8OWi6a1D":3},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"date":10,"cover":11,"type":12,"body":13,"_type":904,"_id":905,"_source":906,"_file":907,"_stem":908,"_extension":909},"/news/zh/1768","zh",false,"","AI产学研融合，昇思MindSpore与武汉理工大学携梦而行","武汉理工大学计算机与人工智能学院的案例是MindSpore面向AI领域产教融合的第一个成功典范。","2022-09-05","https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/06/1ea5ddb0ad824825a4435809044c706f.png","news",{"type":14,"children":15,"toc":893},"root",[16,24,30,39,44,49,58,63,71,76,81,86,96,101,109,117,125,133,141,146,151,156,161,166,171,176,180,185,190,195,200,205,210,215,220,225,229,234,238,243,248,252,256,260,265,270,277,282,291,296,301,306,313,318,327,332,340,345,353,361,366,371,376,381,386,390,395,400,404,409,414,418,423,428,432,437,442,446,451,456,460,465,470,474,479,484,488,493,498,503,508,513,517,522,527,531,536,541,545,550,555,559,568,577,582,589,594,599,606,611,618,623,632,637,642,647,652,657,662,667,672,677,682,691,696,705,710,717,722,727,734,739,746,754,763,768,773,778,783,788,793,798,803,808,813,818,826,831,836,844,849,857,870,881,886],{"type":17,"tag":18,"props":19,"children":21},"element","h1",{"id":20},"ai产学研融合昇思mindspore与武汉理工大学携梦而行",[22],{"type":23,"value":8},"text",{"type":17,"tag":25,"props":26,"children":27},"p",{},[28],{"type":23,"value":29},"自从2020年3月开源发布后，全场景AI框架“昇思MindSpore”秉承加速人工智能科研发展和人才培养的理念，与国内144所高校和科研院所开展多样化合作，孵化出教学创新改革、科研论文创新、科技竞赛创新创业等多方面成果。其中，武汉理工大学是“昇思MindSpore”的关键伙伴之一，在上述方面均有突出成果，将AI框架与教学科研的深度融合，为产学研合作创新构造了全新的成功范式。",{"type":17,"tag":25,"props":31,"children":32},{},[33],{"type":17,"tag":34,"props":35,"children":36},"strong",{},[37],{"type":23,"value":38},"导语：开源与结缘",{"type":17,"tag":25,"props":40,"children":41},{},[42],{"type":23,"value":43},"从昇思MindSpore 1.0发布至今，武汉理工大学计算机与人工智能学院（下称武理工计算机智能学院），对MindSpore发展十分关注与支持。熊盛武院长一路引航，带领武理工计算机智能学院的师生们全方位学习和使用昇思MindSpore。熊院长本人也始终站在人工智能前沿成果的宣传一线，积极参与计算产业院长论坛、CECC论坛等先进平台活动，分享围绕昇腾和昇思MindSpore开展的教学改革和人才培养方案，吸引了众多领域专家和企业高管加入昇思MindSpore社区。",{"type":17,"tag":25,"props":45,"children":46},{},[47],{"type":23,"value":48},"在熊盛武院长的带领下，全院师生利用自身丰富的昇思MindSpore开发经验，积极参与昇思MindSpore众智、SIG、科技竞赛等活动，在教学、科研、实践中均取得了极佳的成果，涌现出一批优秀学生代表，如路雄博、王振邦、周云飞等。熊院长不仅为武理工计算机智能学院培养了一批高水平、创新型的人工智能教师团队和IT生态创新人才，更是为AI产业链输送了一批高质量人才， 建立了一支助力昇思MindSpore发展与完善的中坚力量。",{"type":17,"tag":18,"props":50,"children":52},{"id":51},"一基于昇思面向人才培养的全方位产教融合",[53],{"type":17,"tag":34,"props":54,"children":55},{},[56],{"type":23,"value":57},"一、基于昇思面向人才培养的全方位产教融合",{"type":17,"tag":25,"props":59,"children":60},{},[61],{"type":23,"value":62},"作为首批“智能基座”产教融合协同育人基地建设高校，武理工计算机智能学院在熊盛武院长的带领下，充分利用“智能基座”平台作用，全面引入昇腾与昇思MindSpore的国产软硬件体系，将全院AI类课程与MindSpore框架全面融合；同时，调动全院师生参与众智活动，基于众智项目增强授课教师、学生等参与成员对框架的深度理解和使用经验。",{"type":17,"tag":25,"props":64,"children":65},{},[66],{"type":17,"tag":67,"props":68,"children":70},"img",{"alt":7,"src":69},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/508886655b314d85b552e3a47c8a8da4.png",[],{"type":17,"tag":25,"props":72,"children":73},{},[74],{"type":23,"value":75},"图1 全方位产教融合方案",{"type":17,"tag":25,"props":77,"children":78},{},[79],{"type":23,"value":80},"如上图1所示，基于“智能基座”和“众智”活动，达成了本科培养的授课阶段、课外实践环节、毕业设计环节等全方位的产教融合覆盖，使学生能够学MindSpore入门AI、用MindSpore开发实践，最终使用MindSpore完成毕业设计。",{"type":17,"tag":25,"props":82,"children":83},{},[84],{"type":23,"value":85},"下面分别简述图1中各部分达成的突出成果。",{"type":17,"tag":87,"props":88,"children":90},"h2",{"id":89},"_1开展ai课程教学与昇思全面融合培养产业链创新人才",[91],{"type":17,"tag":34,"props":92,"children":93},{},[94],{"type":23,"value":95},"1、开展“AI课程教学”，与昇思全面融合，培养产业链创新人才",{"type":17,"tag":25,"props":97,"children":98},{},[99],{"type":23,"value":100},"自2020年秋学期始，武理工计算机智能学院开始采用MindSpore进行人工智能相关子领域课程，并逐年增加课程覆盖度，截止2022年春季学期，已达成全学院AI类课程与MindSpore全面融合覆盖。如下表：",{"type":17,"tag":25,"props":102,"children":103},{},[104],{"type":17,"tag":34,"props":105,"children":106},{},[107],{"type":23,"value":108},"老师",{"type":17,"tag":25,"props":110,"children":111},{},[112],{"type":17,"tag":34,"props":113,"children":114},{},[115],{"type":23,"value":116},"课程名称",{"type":17,"tag":25,"props":118,"children":119},{},[120],{"type":17,"tag":34,"props":121,"children":122},{},[123],{"type":23,"value":124},"课时",{"type":17,"tag":25,"props":126,"children":127},{},[128],{"type":17,"tag":34,"props":129,"children":130},{},[131],{"type":23,"value":132},"授课开始学期",{"type":17,"tag":25,"props":134,"children":135},{},[136],{"type":17,"tag":34,"props":137,"children":138},{},[139],{"type":23,"value":140},"学生数量",{"type":17,"tag":25,"props":142,"children":143},{},[144],{"type":23,"value":145},"熊盛武、段鹏飞",{"type":17,"tag":25,"props":147,"children":148},{},[149],{"type":23,"value":150},"深度学习",{"type":17,"tag":25,"props":152,"children":153},{},[154],{"type":23,"value":155},"32",{"type":17,"tag":25,"props":157,"children":158},{},[159],{"type":23,"value":160},"2022年春季",{"type":17,"tag":25,"props":162,"children":163},{},[164],{"type":23,"value":165},"70",{"type":17,"tag":25,"props":167,"children":168},{},[169],{"type":23,"value":170},"熊盛武、彭德巍、王亮亮",{"type":17,"tag":25,"props":172,"children":173},{},[174],{"type":23,"value":175},"人工智能导论",{"type":17,"tag":25,"props":177,"children":178},{},[179],{"type":23,"value":155},{"type":17,"tag":25,"props":181,"children":182},{},[183],{"type":23,"value":184},"2021年秋季",{"type":17,"tag":25,"props":186,"children":187},{},[188],{"type":23,"value":189},"200",{"type":17,"tag":25,"props":191,"children":192},{},[193],{"type":23,"value":194},"朱安娜、熊彪",{"type":17,"tag":25,"props":196,"children":197},{},[198],{"type":23,"value":199},"机器学习",{"type":17,"tag":25,"props":201,"children":202},{},[203],{"type":23,"value":204},"36",{"type":17,"tag":25,"props":206,"children":207},{},[208],{"type":23,"value":209},"2021年春季",{"type":17,"tag":25,"props":211,"children":212},{},[213],{"type":23,"value":214},"140",{"type":17,"tag":25,"props":216,"children":217},{},[218],{"type":23,"value":219},"周俊伟、朱安娜、王亮亮、杨焱超",{"type":17,"tag":25,"props":221,"children":222},{},[223],{"type":23,"value":224},"计算机视觉",{"type":17,"tag":25,"props":226,"children":227},{},[228],{"type":23,"value":155},{"type":17,"tag":25,"props":230,"children":231},{},[232],{"type":23,"value":233},"2020年秋季",{"type":17,"tag":25,"props":235,"children":236},{},[237],{"type":23,"value":214},{"type":17,"tag":25,"props":239,"children":240},{},[241],{"type":23,"value":242},"段鹏飞",{"type":17,"tag":25,"props":244,"children":245},{},[246],{"type":23,"value":247},"自然语言处理",{"type":17,"tag":25,"props":249,"children":250},{},[251],{"type":23,"value":155},{"type":17,"tag":25,"props":253,"children":254},{},[255],{"type":23,"value":233},{"type":17,"tag":25,"props":257,"children":258},{},[259],{"type":23,"value":165},{"type":17,"tag":25,"props":261,"children":262},{},[263],{"type":23,"value":264},"经过2年有余的课程融合，使用MindSpore授课累计覆盖学生620+，并成为国内首个将全部AI课程与国产软硬件平台深度融合的学院。",{"type":17,"tag":25,"props":266,"children":267},{},[268],{"type":23,"value":269},"MindSpore融合课程采取课堂讲授、实操示范和小组讨论等教学方法，除常规的理论+实验课程内容外，课程还引入了企业级开发和部署的实际场景。如《计算机视觉》课程面向企业生产环境的低功耗和高性能需求，使用华为Atlas 200DK开发板，基于MindSpore开发出一套能真实运行的人脸检测与人脸识别系统；《机器学习》课程引入MindSpore Lite，教授学生云端训练+移动端开发的实用技能，可基于MindSpore快速开发和部署复杂的深度学习模型等。通过融入MindSpore实践内容，有效达成了理论与产业实践匹配，学生所学即业界所用的目标。",{"type":17,"tag":25,"props":271,"children":272},{},[273],{"type":17,"tag":67,"props":274,"children":276},{"alt":7,"src":275},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/8d19b68201804a6789942dbe5c0ed315.png",[],{"type":17,"tag":25,"props":278,"children":279},{},[280],{"type":23,"value":281},"图 段鹏飞老师课堂讲授MindSpore理论和实践",{"type":17,"tag":87,"props":283,"children":285},{"id":284},"_2积极参与昇思社团与众智成为昇思发展与完善的中坚力量",[286],{"type":17,"tag":34,"props":287,"children":288},{},[289],{"type":23,"value":290},"2、积极参与昇思“社团与众智”，成为昇思发展与完善的中坚力量",{"type":17,"tag":25,"props":292,"children":293},{},[294],{"type":23,"value":295},"MindSpore众智（昇腾众智计划之一）是面向高校师生与社区开发者，通过发放模型、算子、套件等不同粒度的AI开发任务，促进框架演进和生态建设的一项生态合作计划。在教学全面融合的基础上，武理工计算机智能学院积极参与MindSpore众智 ，并与学生培养策略进行有机结合，对高低年级组合培养梯队人才，通过轮流组长值培养种子学生；此外，在众智计划之上，不断优化和探索众智运作新模式，通过社团运作，吸引跨学科跨专业学生参与学习和贡献MindSpore社区促进更多的同学加入学习和贡献MindSpore。",{"type":17,"tag":25,"props":297,"children":298},{},[299],{"type":23,"value":300},"武理工计算机智能学院前后共承接多批众智项目，包括129个算子，21个模型，28个onnx推理模型，17个图文案例，1个套件等，累计投入600多人次，培养近150余名MindSpore开发者，贡献300条代码PR，产生43名 “未来之星”，34人次获得昇腾众智金质量奖，获奖人数全国前列。武理工计算机智能学院伴随和助力昇思MindSpore一路从1.0迭代更新至1.8版本，成为MindSpore深度学习框架发展与完善的中坚力量。",{"type":17,"tag":25,"props":302,"children":303},{},[304],{"type":23,"value":305},"熊盛武教授在校内建立昇思社，依托学校的昇思社团在全校乃至跨校范围内进行宣讲，吸引了众多跨地区、跨校、跨院的同学一起参与众智项目。同时，熊盛武教授带领同学们积极参与易用性SIG，为新加入社区的开发者提供简单易懂的MindSpore指导教程，帮助开发者打通使用MindSpore过程的“最后一公里”。 熊盛武教授已通过昇思社和易用性SIG举行5次昇思MindSpore开发宣讲会，吸引了包括重庆邮电大学，中南民族大学等跨校，及汽车学院、理学院等跨院100余名本科生和研究生加入MindSpore社区，其中40余人参与了MindSpore项目开发，获得了全栈系统化的学习资源，了解了业界最佳实践和学术界前沿技术，得到了丰富的实践机会，扩大了自己在开源社区中的影响力。",{"type":17,"tag":25,"props":307,"children":308},{},[309],{"type":17,"tag":67,"props":310,"children":312},{"alt":7,"src":311},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/d2186443a7eb40bf92d67a74692276d0.png",[],{"type":17,"tag":25,"props":314,"children":315},{},[316],{"type":23,"value":317},"图 熊盛武院长在昇思学习小组内进行昇思MindSpore宣讲",{"type":17,"tag":87,"props":319,"children":321},{"id":320},"_3基于昇思开展毕业设计获优秀毕业论文",[322],{"type":17,"tag":34,"props":323,"children":324},{},[325],{"type":23,"value":326},"3、基于昇思开展“毕业设计”，获优秀毕业论文",{"type":17,"tag":25,"props":328,"children":329},{},[330],{"type":23,"value":331},"在学生课程学习和课外实践深度融入MindSpore的基础上，武理工计算机智能学院大胆革新，提供基于MindSpore框架算法研究的毕业设计选题，鼓励学生融汇课内外MindSpore学习实践经验，完成最终的毕业论文和毕业设计。2022年夏季毕业设计共发布21个MindSpore选题，其中14名本科毕业生选择，并在AI子领域取得了较为突出的创新成果，模型性能大幅提升，名单见下表。",{"type":17,"tag":25,"props":333,"children":334},{},[335],{"type":17,"tag":34,"props":336,"children":337},{},[338],{"type":23,"value":339},"基于MindSpore的毕业设计论文名单",{"type":17,"tag":25,"props":341,"children":342},{},[343],{"type":23,"value":344},"姓名",{"type":17,"tag":25,"props":346,"children":347},{},[348],{"type":17,"tag":34,"props":349,"children":350},{},[351],{"type":23,"value":352},"论文名称",{"type":17,"tag":25,"props":354,"children":355},{},[356],{"type":17,"tag":34,"props":357,"children":358},{},[359],{"type":23,"value":360},"完成情况",{"type":17,"tag":25,"props":362,"children":363},{},[364],{"type":23,"value":365},"曾湘",{"type":17,"tag":25,"props":367,"children":368},{},[369],{"type":23,"value":370},"基于MindSpore框架和U-Net的肝肿瘤图像语义分割方法研究",{"type":17,"tag":25,"props":372,"children":373},{},[374],{"type":23,"value":375},"优秀毕业论文",{"type":17,"tag":25,"props":377,"children":378},{},[379],{"type":23,"value":380},"徐锦明",{"type":17,"tag":25,"props":382,"children":383},{},[384],{"type":23,"value":385},"基于Mindspore框架的道路场景下语义分割方法研究",{"type":17,"tag":25,"props":387,"children":388},{},[389],{"type":23,"value":375},{"type":17,"tag":25,"props":391,"children":392},{},[393],{"type":23,"value":394},"占洋",{"type":17,"tag":25,"props":396,"children":397},{},[398],{"type":23,"value":399},"基于MindSpore的Transformer遥感影像视觉语言联合定位算法研究",{"type":17,"tag":25,"props":401,"children":402},{},[403],{"type":23,"value":375},{"type":17,"tag":25,"props":405,"children":406},{},[407],{"type":23,"value":408},"杜闯",{"type":17,"tag":25,"props":410,"children":411},{},[412],{"type":23,"value":413},"基于MindSpore框架的端到端文本无关声纹识别研究",{"type":17,"tag":25,"props":415,"children":416},{},[417],{"type":23,"value":375},{"type":17,"tag":25,"props":419,"children":420},{},[421],{"type":23,"value":422},"邹天宇",{"type":17,"tag":25,"props":424,"children":425},{},[426],{"type":23,"value":427},"基于MindSpore框架的U-Net网络室内场景图像分割方法研究",{"type":17,"tag":25,"props":429,"children":430},{},[431],{"type":23,"value":375},{"type":17,"tag":25,"props":433,"children":434},{},[435],{"type":23,"value":436},"王宇杰",{"type":17,"tag":25,"props":438,"children":439},{},[440],{"type":23,"value":441},"基于MindSpore框架和U-Net网络的遥感图像语义分割方法的研究",{"type":17,"tag":25,"props":443,"children":444},{},[445],{"type":23,"value":375},{"type":17,"tag":25,"props":447,"children":448},{},[449],{"type":23,"value":450},"张志鹏",{"type":17,"tag":25,"props":452,"children":453},{},[454],{"type":23,"value":455},"基于Mindspore框架与LWNet网络的高光谱图像农作物分类研究",{"type":17,"tag":25,"props":457,"children":458},{},[459],{"type":23,"value":375},{"type":17,"tag":25,"props":461,"children":462},{},[463],{"type":23,"value":464},"黄吉瑞",{"type":17,"tag":25,"props":466,"children":467},{},[468],{"type":23,"value":469},"基于MindSpore框架和深度哈希的无人机遥感图像检索",{"type":17,"tag":25,"props":471,"children":472},{},[473],{"type":23,"value":375},{"type":17,"tag":25,"props":475,"children":476},{},[477],{"type":23,"value":478},"蒋景",{"type":17,"tag":25,"props":480,"children":481},{},[482],{"type":23,"value":483},"基于MindSpore框架的上下文感知的语义分割网络方法研究",{"type":17,"tag":25,"props":485,"children":486},{},[487],{"type":23,"value":375},{"type":17,"tag":25,"props":489,"children":490},{},[491],{"type":23,"value":492},"魏铭宏",{"type":17,"tag":25,"props":494,"children":495},{},[496],{"type":23,"value":497},"基于MindSpore框架的无人机遥感图像车辆检测与计数研究",{"type":17,"tag":25,"props":499,"children":500},{},[501],{"type":23,"value":502},"良好",{"type":17,"tag":25,"props":504,"children":505},{},[506],{"type":23,"value":507},"杨怡雯",{"type":17,"tag":25,"props":509,"children":510},{},[511],{"type":23,"value":512},"基于MindSpore的小样本实体关系分类算法研究",{"type":17,"tag":25,"props":514,"children":515},{},[516],{"type":23,"value":502},{"type":17,"tag":25,"props":518,"children":519},{},[520],{"type":23,"value":521},"乐昊",{"type":17,"tag":25,"props":523,"children":524},{},[525],{"type":23,"value":526},"基于MindSpore框架的航运高分辨率去雾算法研究",{"type":17,"tag":25,"props":528,"children":529},{},[530],{"type":23,"value":502},{"type":17,"tag":25,"props":532,"children":533},{},[534],{"type":23,"value":535},"何师宏",{"type":17,"tag":25,"props":537,"children":538},{},[539],{"type":23,"value":540},"基于MindSpore平台的医疗问答系统设计与实现",{"type":17,"tag":25,"props":542,"children":543},{},[544],{"type":23,"value":502},{"type":17,"tag":25,"props":546,"children":547},{},[548],{"type":23,"value":549},"赵培升",{"type":17,"tag":25,"props":551,"children":552},{},[553],{"type":23,"value":554},"基于MindSpore与轻量级神经网络的船舶汽笛声识别算法研究",{"type":17,"tag":25,"props":556,"children":557},{},[558],{"type":23,"value":502},{"type":17,"tag":18,"props":560,"children":562},{"id":561},"二基于昇思mindspore构建教学资源库与师资培养",[563],{"type":17,"tag":34,"props":564,"children":565},{},[566],{"type":23,"value":567},"二、基于昇思MindSpore构建教学资源库与师资培养",{"type":17,"tag":87,"props":569,"children":571},{"id":570},"_1牵头建设深度学习虚拟教研室打造精品教学资源库培养高水平师资",[572],{"type":17,"tag":34,"props":573,"children":574},{},[575],{"type":23,"value":576},"1、牵头建设“深度学习虚拟教研室”，打造精品教学资源库，培养高水平师资",{"type":17,"tag":25,"props":578,"children":579},{},[580],{"type":23,"value":581},"为推进“教育部-华为‘智能基座’产教融合协同育人基地”项目，武汉理工大学熊盛武教授联合武汉大学、华中师范大学、中国地质大学（武汉）、西藏大学、湖北工业大学和海南大学跨时空、跨区域建设深度学习课程虚拟教研室；包含深度学习、计算机视觉、人工智能程序设计、智能芯片原理与应用、智能系统与应用5门课程，并基于昇腾与MindSpore等国产软硬件平台构建藏文化数字重建、智慧农业、智慧海洋、卫星遥感等实践案例。通过本虚拟教研室建设，培养高水平、创新型人工智能教师团队，并持续为鲲鹏、昇腾及华为云等国产化产业链输送高质量人才。",{"type":17,"tag":25,"props":583,"children":584},{},[585],{"type":17,"tag":67,"props":586,"children":588},{"alt":7,"src":587},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/57bfde3e39e5440f848de3891df626ef.png",[],{"type":17,"tag":25,"props":590,"children":591},{},[592],{"type":23,"value":593},"图 虚拟教研室及成员组成",{"type":17,"tag":25,"props":595,"children":596},{},[597],{"type":23,"value":598},"虚拟教研室的建设目标为依托武华为“智能基座”产教融合协同育人基地与华为国产化信息平台，与国内包括中西部重点高校进行跨地域合作，对深度学习课程群教学模式和方案进行改革，协同打造精品教学资源库，提高高等教育支撑解决关键核心技术“卡脖子”问题的能力和水平。",{"type":17,"tag":25,"props":600,"children":601},{},[602],{"type":17,"tag":67,"props":603,"children":605},{"alt":7,"src":604},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/954f82354e6a486d8b785d84f13141d1.png",[],{"type":17,"tag":25,"props":607,"children":608},{},[609],{"type":23,"value":610},"图 虚拟教研室建设方案",{"type":17,"tag":25,"props":612,"children":613},{},[614],{"type":17,"tag":67,"props":615,"children":617},{"alt":7,"src":616},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/341affc0b6d64b66933ea4975ff6ccf8.png",[],{"type":17,"tag":25,"props":619,"children":620},{},[621],{"type":23,"value":622},"图 虚拟教研室开工会",{"type":17,"tag":87,"props":624,"children":626},{"id":625},"_2校企合作精品课程资源建设",[627],{"type":17,"tag":34,"props":628,"children":629},{},[630],{"type":23,"value":631},"2、校企合作精品课程资源建设",{"type":17,"tag":25,"props":633,"children":634},{},[635],{"type":23,"value":636},"为了提高高校教学和人才培养的质量，熊盛武教授与华为技术有限公司合作，共同开发基于MindSpore的AI 领域精品课程，包括《基于华为云平台的MindSpore实践》、《基于MindSpore框架的语音信号处理及应用》等，具体内容如下：",{"type":17,"tag":25,"props":638,"children":639},{},[640],{"type":23,"value":641},"课程资源",{"type":17,"tag":25,"props":643,"children":644},{},[645],{"type":23,"value":646},"建设内容",{"type":17,"tag":25,"props":648,"children":649},{},[650],{"type":23,"value":651},"课程简介",{"type":17,"tag":25,"props":653,"children":654},{},[655],{"type":23,"value":656},"基于华为云平台的MindSpore实践",{"type":17,"tag":25,"props":658,"children":659},{},[660],{"type":23,"value":661},"大纲、PPT、视频、实验案例",{"type":17,"tag":25,"props":663,"children":664},{},[665],{"type":23,"value":666},"本课程主要讲述MindSpre框架结构，华为云及ModelArts平台，深度学习相关的基本理论、方法及其应用，包括深度学习基础知识，卷积神经网络，循环神经网络，深度强化学习，以及基于华为云的MindSpore的深度学习应用。",{"type":17,"tag":25,"props":668,"children":669},{},[670],{"type":23,"value":671},"基于MindSpore框架的语音信号处理及应用",{"type":17,"tag":25,"props":673,"children":674},{},[675],{"type":23,"value":676},"大纲、PPT、实验案例",{"type":17,"tag":25,"props":678,"children":679},{},[680],{"type":23,"value":681},"基于MindSpore框架的语音信号处理及应用，以语音为研究对象，涉及生理学、语言学、数字信号处理、模式识别、人工智能、机器学习等诸多领域。",{"type":17,"tag":18,"props":683,"children":685},{"id":684},"三基于昇思mindspore开展科技竞赛与科研创新",[686],{"type":17,"tag":34,"props":687,"children":688},{},[689],{"type":23,"value":690},"三、基于昇思MindSpore开展科技竞赛与科研创新",{"type":17,"tag":25,"props":692,"children":693},{},[694],{"type":23,"value":695},"依托产教融合的显著成果，结合学生长期丰富的MindSpore开发经验，武理工计算机智能学院利用基于MindSpore开发的系统参与计算机、人工智能领域相关竞赛，获得多个国家、省部级奖项，将学院研究与SOTA模型的众智经验相结合，产出一批高质量的创新论文。",{"type":17,"tag":87,"props":697,"children":699},{"id":698},"_1科技竞赛获得累累硕果",[700],{"type":17,"tag":34,"props":701,"children":702},{},[703],{"type":23,"value":704},"1、科技竞赛获得累累硕果",{"type":17,"tag":25,"props":706,"children":707},{},[708],{"type":23,"value":709},"在医疗领域，基于MindSpore开发皮肤病分类的神经网络，用于皮肤病监测系统，所开发的系统足够高效和轻量，所有无专业知识的患者也可以轻松使用。本项目最终获得“建行杯”第七届中国国际“互联网+”大学生创新创业大赛产业命题赛道，湖北省金奖、国赛入围奖。",{"type":17,"tag":25,"props":711,"children":712},{},[713],{"type":17,"tag":67,"props":714,"children":716},{"alt":7,"src":715},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/f3ef06d4bcef412282e69c8f58cbba60.png",[],{"type":17,"tag":25,"props":718,"children":719},{},[720],{"type":23,"value":721},"图 本项目移动平台应用App系统界面",{"type":17,"tag":25,"props":723,"children":724},{},[725],{"type":23,"value":726},"在农业领域，开发分子育种预测系统，将昇思MindSpore应用到农作物分子育种领域，依据基因测序技术自动化获取种子基因数据数据，基于MindSpore开发并训练深度学习模型，实现对优质种质的筛选。本项目获得“建行杯”第八届中国国际“互联网+”大学生创新创业大赛产业命题赛道湖北省金奖；同时获得2022首届“崖州湾杯”科技创新大赛南繁赛道一等奖、最佳成果转化奖，团队指导老师熊盛武教授、荣毅博士后获优秀指导老师。",{"type":17,"tag":25,"props":728,"children":729},{},[730],{"type":17,"tag":67,"props":731,"children":733},{"alt":7,"src":732},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/4f6b230c816443e7a05404fcc0355609.png",[],{"type":17,"tag":25,"props":735,"children":736},{},[737],{"type":23,"value":738},"在国土安全领域，开发舰船识别系统，考虑到数据以及算法的隐私性和安全性，该项目基于国产深度学习框架 Mindspore 进行开发，部署也在华为的国产硬件上进行。",{"type":17,"tag":25,"props":740,"children":741},{},[742],{"type":17,"tag":67,"props":743,"children":745},{"alt":7,"src":744},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/67b1c2fac61a4ead9b30b7989690a7f2.png",[],{"type":17,"tag":25,"props":747,"children":748},{},[749],{"type":17,"tag":34,"props":750,"children":751},{},[752],{"type":23,"value":753},"图 本项目获得全国人工智能创新应用大赛二等奖",{"type":17,"tag":87,"props":755,"children":757},{"id":756},"_2科研论文建学术影响力",[758],{"type":17,"tag":34,"props":759,"children":760},{},[761],{"type":23,"value":762},"2、科研论文建学术影响力",{"type":17,"tag":25,"props":764,"children":765},{},[766],{"type":23,"value":767},"基于MindSpore自主开展科研，其中CCF-A会议论文1篇，CCF-B论文2篇，CCF-C论文4篇，JCR Q1论文1篇， Q2论文1篇， Q3论文1篇，详细列表如下：",{"type":17,"tag":25,"props":769,"children":770},{},[771],{"type":23,"value":772},"1. SSAT: A Symmetric Semantic-Aware Transformer Network for Makeup Transfer and Removal 论文会议：AAAI2022 会议等级：CCF-A",{"type":17,"tag":25,"props":774,"children":775},{},[776],{"type":23,"value":777},"2. A FRAME LOSS OF MULTIPLE INSTANCE LEARNING FOR WEAKLY SUPERVISED SOUND EVENT DETECTION 论文会议：ICASSP 会议等级：语音顶会，CCF-B",{"type":17,"tag":25,"props":779,"children":780},{},[781],{"type":23,"value":782},"3. Fusing Acoustic and Text Emotional Features for Expressive Speech Synthesie 论文会议：ICME 会议等级：CCF-B",{"type":17,"tag":25,"props":784,"children":785},{},[786],{"type":23,"value":787},"4. Few-shot driver identification via meta-learning 发表期刊：Expert Systems with Applications 期刊等级：CCF-C",{"type":17,"tag":25,"props":789,"children":790},{},[791],{"type":23,"value":792},"5. Query and Neighbor-Aware Reasoning Based Multi-hop Question Answering over Kno wledge Graph 论文会议：KSEM2022 会议级别CCF-C",{"type":17,"tag":25,"props":794,"children":795},{},[796],{"type":23,"value":797},"6. Deep Semantic Ranking Hashing Based on Self-Attention for Medical Image Retrieval 会议：ICPR 会议等级：CCF-C（已录用，未检索）",{"type":17,"tag":25,"props":799,"children":800},{},[801],{"type":23,"value":802},"7. Feature Space Disentangling Based On Spatial Attention for Makeup Transfer 论文会议：ICIP 会议等级：CCF-C（已录用，未检索）",{"type":17,"tag":25,"props":804,"children":805},{},[806],{"type":23,"value":807},"8. Deep Quadruple-Based Hashing for Remote Sensing Image-Sound Retrieval 发表期刊：IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 期刊等级：遥感顶刊，中科院 Q2, JCR Q1,CCF B",{"type":17,"tag":25,"props":809,"children":810},{},[811],{"type":23,"value":812},"9. Unsupervised Balanced Hash Codes Learning with Multi-Channel Feature Fusion 发表期刊：IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 期刊等级：JCR Q2",{"type":17,"tag":25,"props":814,"children":815},{},[816],{"type":23,"value":817},"10. The structural weight design method based on the modified grasshopper optimization algorithm 论文期刊：Multimedia Tools and Applications 期刊等级：JCR Q3, CCF C",{"type":17,"tag":18,"props":819,"children":821},{"id":820},"循环与反哺",[822],{"type":17,"tag":34,"props":823,"children":824},{},[825],{"type":23,"value":820},{"type":17,"tag":25,"props":827,"children":828},{},[829],{"type":23,"value":830},"“创新之道，唯在得人。”一路走来，武汉理工大学计算机智能学院师生们在院长熊盛武教授的带领下，对接产业界科技发展趋势与市场需求，多方协同、优势互补，全面产学研融合，以产教融合先行，逐步带动科研创新，并不断构建新的教学资源和师资力量，向中西部地区进行辐射，推广其先进经验，形成基于国产软硬件平台的校企合作循环，培养了一大批AI人才。最终构建了良性的昇思MindSpore人才生态与培养体系，激发出教育与产业的持续活力。",{"type":17,"tag":25,"props":832,"children":833},{},[834],{"type":23,"value":835},"此外，武汉理工大学计算机智能学院自身丰富MindSpore产学研融合经验，也为推广MindSpore深度学习框架提供了有力的范例，证明了MindSpore高校学生培养和研究创新的加速。其利用基于MindSpore开发的系统参与计算机、人工智能领域相关竞赛，获得了多个国家、省部级奖项，让更多的开发者、领域专家和企业高管知晓MindSpore，加入MindSpore社区，开发MindSpore项目，形成了有效的生态反哺。",{"type":17,"tag":18,"props":837,"children":839},{"id":838},"诚邀",[840],{"type":17,"tag":34,"props":841,"children":842},{},[843],{"type":23,"value":838},{"type":17,"tag":25,"props":845,"children":846},{},[847],{"type":23,"value":848},"武汉理工大学计算机与人工智能学院的案例是MindSpore面向AI领域产教融合的第一个成功典范。在文末我们诚邀各个高校院所，一起为AI的人才培养和产业发展出一份力。希望更多高校接纳、拥抱MindSpore，我们一同构建有特色、有影响的下一个，下一百个产学研融合范例。",{"type":17,"tag":25,"props":850,"children":851},{},[852],{"type":17,"tag":34,"props":853,"children":854},{},[855],{"type":23,"value":856},"MindSpore官方资料",{"type":17,"tag":25,"props":858,"children":859},{},[860,862],{"type":23,"value":861},"官网：",{"type":17,"tag":863,"props":864,"children":868},"a",{"href":865,"rel":866},"https://www.mindspore.cn/",[867],"nofollow",[869],{"type":23,"value":865},{"type":17,"tag":25,"props":871,"children":872},{},[873,875],{"type":23,"value":874},"Gitee : ",{"type":17,"tag":863,"props":876,"children":879},{"href":877,"rel":878},"https://gitee.com/mindspore/mindspore",[867],[880],{"type":23,"value":877},{"type":17,"tag":25,"props":882,"children":883},{},[884],{"type":23,"value":885},"官方QQ群 : 486831414（群里有很多技术大咖助力答疑！）",{"type":17,"tag":25,"props":887,"children":888},{},[889],{"type":17,"tag":67,"props":890,"children":892},{"alt":7,"src":891},"https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2022/09/05/af03eac9c0c34c2db5d1ceff9db852a5.png",[],{"title":7,"searchDepth":894,"depth":894,"links":895},4,[896,898,899,900,901,902,903],{"id":89,"depth":897,"text":95},2,{"id":284,"depth":897,"text":290},{"id":320,"depth":897,"text":326},{"id":570,"depth":897,"text":576},{"id":625,"depth":897,"text":631},{"id":698,"depth":897,"text":704},{"id":756,"depth":897,"text":762},"markdown","content:news:zh:1768.md","content","news/zh/1768.md","news/zh/1768","md",1776506054482]