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研究生科研创新基金2019年成果简介之六

日期:2020-06-20作者:点击:

金沙官网woxiaojisuanjixueyuan2016jiboshiyanjiushenghupengchengdande“jiyuduoshituxuexideyigoushibiedeyanjiu”yanjiushengkeyanchuangxinjijinketi,jinqizai《knowledge-based systems》(if=4.396)、《ieee transactions on image processing》(if=5.071)he《international acm sigir conference on research and development in information retrieval (sigir)》dengguojijiqikanhehuiyishangfabiaoxilieyanjiuchengguo,daoshipengdezhongjiaoshouweigaixiliechengguodetongxunzuozhe。

(1)       duoshituduikangwangluo

金沙官网zhenduiduoshituxuexizhongqianzaideduikangxuexixingwei,benketitichuleyizhongduoshituduikangwangluo,yongyujiangduoshitushujutouyingdaoyigegonggongkongjianzhong,zaizheigekongjianzhongbutongshituzhijiandexiangsixingkeyitongguoxiangtongdejuliceliangzhijiejisuan。benketitichudefangfayouduogetedingyushitudeshengchengqi,panbieqiheduoshitupanbiefenxi(mda)desunshihanshuzucheng。tongguoduikangxuexi,shengchengqiyupanbieqixianghuduikangyixiaochumotaixianghuzhijiandechayi。ciwai,tichuleyizhongxindemdasunshihanshu,jinkenengduodijiangpanbiexinxibaocundaoshengchengdegonggongbiaozhengdesuoyoukeyongweiduzhong。danshi,zhijieyouhuamdadejizhunzehuidaozhiyixiewenti。jutieryan,panbiehanshujiangguofenqiangdiao: 1)yijingfenlideleizhijiandejiaodajuli,2)zuidadejigetezhengzhi。zheixiewentikenengdaozhiduigonggongbiaozhengdebuliangpanbiexing。weilejiejuezheixiewenti,benketitichuleyizhongleijiancelveheyizhongtezhengzhicelve,fenbiexueruolezuidadeleijianchayihezhudaodetezhengzhi。weileyanzhengsuotifangfadeyouxiaoxing,zaisizhongguangfanshiyongdeduoshitushujukushangjinxingledaliangdeshiyan,yu15zhongxianyoudefangfajinxinglebijiao。liyongduikangxuexi,nenggoushidegonggongkongjianzhongdekuamotaichayijinkenengdibeisuoxiao。

gaiyanjiuyi“multimodal adversarial network for cross-modal retrieval”weiti,fabiaozaiguojizhumingqikan《knowledge-based systems》shang,hupengweigaiyanjiudediyizuozhe。

(2)   duoshituxianxingpanbiewangluo

金沙官网weilexiaochufuzade(tongchangshigaodufeixianxing)shituchayishiqiyouliyukuamotaishibiehejiansuo,benketitichuleyigeduoshituxianxingpanbiefenxiwangluo,takeyiyonglaixunzhaozaiduogeshituzhijiangongxiangdejuyoufeixianxingpanbieheshitububiandebiaozheng。yuxianyoudezhijiexuexigonggongkongjianyisuoxiaoshitujulideduoshitufangfabutong,benketitichudemvldancaiyongduogeqiankuishenjingwangluo(meigeshituduiyingyigewangluo)heyigexindejiyutezhengzhideduoshitumubiaohanshulaifengzhuangjinkenengduodepanbiechayidaosuoyoukeyongdegongtongtezhengweiduzhong。liyongsuotichudemubiaohanshu,zaisuoxuexideduoshitukongjianzhong,keyijiangsuohuodedeshendutezhengtouyingdaoqianzaidegonggongkongjianzhong,qizhonglaizitongyileideyangbenjinkenengbicijiejin(jishitamenlaizibutongshitu),bingqielaizibutongleibiedeyangbenjinkenengbicixiangjuhenyuan(jishitamenlaizitongyishitu)。weileyanzhengsuotifangfadeyouxiaoxing,gaifangfazaiwugeshujujishang1zhongxianyoufangfajinxingbijiao,shiyanjieguobiaominggaifangfazaikuamotaishibieyujiansuorenwushangdadaolemuqiandejiaogaoshuiping。

gaiyanjiuyi“multi-view linear discriminant analysis network”weiti,fabiaozaiguojizhumingqikan《ieee transaction on image processing》shang,hupengweigaiyanjiudediyizuozhe。

金沙官网(3)       kekuozhanduoshituxuexi

zhenduiruhegaoxiaodiyingduidaguimodeduoshitushujuyijixinzengshitu,benketitichuleyizhongxindekuamotaijiansuofangfa,chengweikekuozhanshenduduoshituxuexi(sdml)。muqianzhongduoyanjiuzhetichuleyixiekuamotaijiansuofangfa,zheixiefangfayilianhefangshixuexigonggongzikongjian,qizaizhenggexunlianguochengzhongbixushejisuoyoushitudeshuju。duiyuzheixiefangfa,zaichulilaizixinshitudeyangbenshibixuzhongxinxunlianzhenggemoxing。zhenduizheiyangdewenti,benketitichuleyigeyudingyidegonggongzikongjian,qizhongleijianbianhuazuidahua,erleineibianhuazuixiaohua。ranhou,sdmljiangduoshitushujufenbiezhuanhuandaoyudingyidegonggongzikongjian,yishixianduoshituxuexi。yuxuduoxianyoufangfabutong,gaifangfakeyidulidixunlianbutongdeshitutedingwangluo,yincikeyikuozhanshitudeshuliang。zaisigeguangfanshiyongdejizhunshujujishangdeshiyanjieguobiaomingsuotichufangfazaiduoshituxuexizhongshiyouxiaode,bingqieyouyukuamotaijiansuozhongdexianyoufangfa。gaifangfakeyigaoxiaodiyingduidaguimodeshituyijibuduanxinzengdeshitu。

       该研究以“Scalable deep multimodal learning for cross-modal retrieval”为题,发表在国际顶级会议《International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)》上,胡鹏为该研究的共同第一作者。


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