编者按：本文来自微信公众号“CV智识”（ID：CVAI2019），作者 余洋洋，
cvzhishicongduogexinyuanchulejiedao，kuangshizhengchoubeiyujinnianzhineifuxianggangshangshi，bingjijikaolvcaiyong“tonggubutongquan”jiagou。“kuangshimuqianjulishangshiyifeichangjiejin。”yiweikuangshineiburenyuanxiangcvzhishitoulu。
zi2019nianqi，buduanyouxianggangmeitipuchukuangshiyugejiatouxingxieshangfugangiposhiyi。
julutoushexianggangbaodao，kuangshiyiyaoqinghuaqi、gaoshenghemogendatongdengsanjiatouxingcanyuqifugangipo。junanhuazaobaoyuanyinzhiqingrenshitoulu，kuangshiipochuburiqidingzai7yuefen。
kuangshiyu2019nian5yuechugongbuqizuixinyilunrongzi，rongzijinedadao7.5yimeiyuan，cicirongzijiangshidekuangshideguzhicongzhiqiande10yimeiyuantishengzhichaoguo40yimeiyuan。erzaikuangshijinnianrongzizhiqian，pengbosheyecengbaodaokuangshizhengzaiweixianggangipochoujizijin，chouziguimozai5yizhi10yimeiyuanzhijian。
juxianggangxinbaobaodao，kuangshicengjihuajinnian4yuedizhi5yuechuxianggangjiaosuodijiaoshangshishenqing，bingjijikaolvcaiyong“tonggubutongquan”dejiagou。
gangjiaosuoxinxiudingde《shangshiguize》guiding“tonggubutongquan”nishangshigongsishangshishizuidiyuqishizhixudadao400yigangyuan，yuehe50yimeiyuan。zuijinyicirongzishidekuangshideguzhijiejingangjiaosuo“tonggubutongquan”deshangshiyaoqiu。
yiweizhiqingrenshixiangcvzhishibiaoshi，duigongsi(kuangshi)laishuo，nengyitonggubutongquandefangshishangshidangrangenghao。
gangjiaosuoguidingshangshigongsi“ruguoshizhishaoyu400yigangyuan，zexuyaozaizuijinyigecaizhengniandu，shourubudiyu10yigangyuan。”ruguoshizhiweiji400yigangyuan，zhiyaozuijinyigecainiandeshourudadao10yigangyuan，kuangshitongyangkeyiyi“tonggubutongquan”defangshizaixianggangshangshi。
zheiyiweizhe，guzhidadao400yigangyuanhuozhezuijinyigecainiandeshourudadao10yigangyuan，zhiyaomanzuqizhongyixiangtiaojian，kuangshijiukezaijinnianneinadaogangjiaosuo“tonggubutongquan”deruchangquan。juxianggangxinbaoyuanyinzhiqingrenshitoulu，kuangshidecaiwuzhuangkuangyidashouzhipingheng，youbieyubufen“tonggubutongquan”qiyezaishangshiqianyiranchuyujuekuisundezhuangtai。
tupianlaiyuan(kuangshikejiguanfangweibo)
zigangjiaosuoqunianyinru“tonggubutongquan”shangshizhiduhou，xiaomijimeituanxianhoutongguociguquanjiagoushangshi，danzhihouzaiweichuxianqita“tonggubutongquan”shangshigongsi。
gangcaib2bdianshangpingtaizhaogangwang2018niancengdijiao“tonggubutongquan”shangshishenqing，danzuizhonggaiyongchuantongfangshiguapai。xianggangbendijinrongkejiwangdaipingtaiwelab2018niantongyangkaolvguoyi“tonggubutongquan”xingshishangshi，yemeinengchenggong。
tonggubutongquanzhengcesuiranweiwushuxinjingjigongsidailailefuyin，danrengrancunzaiyixiexianzhi。gangjiaosuozuixinxiudingde《shangshiguize》guidingleqiyeshangshihoutonggubutongquangudongbudetigaobutongguquanbili，qietonggubutongquangudongdetoupiaoquanbudechaoguoputonggutoupiaoquande10bei。
zheiyiweizhe，ruguozhangquanzhedechigubilichengyitoupiaoquanbeishusuodailaidejuedingquanbuzuyizuoyouyijiagongsi，neime“tonggubutongquan”jiushiquleyuanbendeyiyi。
yifangmiangangjiaosuo“tonggubutongquan”shangshirengyoujiaogaodexianzhitiaojian，qijinweizhijinyouxiaomihemeituanliangjianeidigongsichenggongtongguocijiagoushangshi；lingyifangmianzhongguoneidizhengdalituijinkechuangbanyiqiliuzhuxinjingjigongsi。
yishijianwaijiecaice，kuangshi、yuncongdengaidujiaoshouyeyoukenenghuixuanzeshangkechuangban。yunzhishengfuzongcai、lianhechuangshirenwenhaocengduicvzhishitanjigongsishangshiwenti：“shangshishichizaodeshi，jishibushangkechuangbanyehuixuanzhuban。”
xiangbigangjiaosuo，kechuangbandui“tonggubutongquan”shangshigongsideyaoqiuhuigengjiakuansongyixie。genjukechuangban《shangshiguize》，kechuangban“tonggubutongquan”shangshiqiyeyujishizhibudediyu100yiyuan，ruoqiyezuijinyiniannianshourubudiyu5yiyuan，zeshizhibudediyu50yiyuan。
kechuangbandui“tonggubutongquan”qiyeshangshideguzhiheyingliyaoqiujundiyugangjiaosuo。dankechuangbanmeiyoumingqueguiding“tonggubutongquan”gudongdetoupiaoquanbeishu，zheiyiweizheshangshihou“tonggubutongquan”gudongduigongsidezhangkonglibingbuminglang。
congmuqiandedongzuolaikan，kuangshishangshidediyixuanzerengshigangjiaosuo，dansuizhexingshidebianhua，shangkechuangbandekenengxingtongyangcunzai。
kuangshiyu2017nian10yuediwanchengclun4.6yimeiyuanrongzihou，chuangshirenjianceoyinqicengfabiaoduiyugongsishangshidekanfa。
zaiyinqikanlai，weilailiangnianzuoyoudeshijian，huiyouchunshenduxuexi，huochunrengongzhinengdegongsizoushangzibenshichang。“zheishihuifashengde，womenxiwangwomenhuishidiyige。”yinqibiaoshi。
tupianlaiyuan(kuangshikejiguanfangweibo)
cvzhishichaxungongkaiziliaofaxian，kuangshiyiyu2013nianzaixianggangchengliqiaogongsi“kuangshikeji（xianggang）youxiangongsi”，gaixiangganggongsi100%kongguyinqimingxiayijianeidigongsi——“beijingmaigeweikejiyouxiangongsi”。
juxianggangshangyejigongsimuluwangzhanhkgbusiness.comtigongdeshujuxianshi，kuangshixiangganggongsiyu2013nian2yue19rizaixianggangzhucechengli，muqianrengchuyuxucunzhuangtai。
tongchanglaishuo，youyifugangshangshideneidigongsidouhuicaiquviejiagou，alihebaidufugangshangshishidoucaiquguoleisidezuofa。
jinliangnianlai，kuangshihaimingxianjiadalerenyuankuozhangdeguimo。jukuangshiyuangongxiangcvzhishitoulu，“dayueliangnianqiankuangshihaizhiyousiwubairenzuoyou，daojinnianyijingyouliangdaosanqianren，fanlehaojibei。”chulerongkezixunzhongxin，kuangshixianzaiyeyijingzaizhongguancunfujindehailongdashahexierqishelilebangongshi。
duiyushangshi，yiweikuangshineibuyuangongdekanfashi“kuangshikenengchenglideshijianbijiaozao，zouzaiqianmianshibijiaozhengchangdeyijianshiqing。”
“kuangshizaihenzaozhiqianjiukaishiyanfazijideshenduxuexipingtai，youlezijidekuangjiazhihou，luodihuigengfangbian，buhuishouzhiyuren，ruguoshizijidekuangjiadehua，xiangzuonaxiegaijinjiukeyihenfangbiandiquzuo。kuangjiameiyoukaiyuan，zhishaozhengge(kuangshi)yanjiuyuandouzaiyong，xunliansududengdengdouyaobiwaimiankaiyuandebanbenhaohenduo。”
kuangshineibushenduxuexipingtaimingwei“brain++”，qikaifashijianbiyeneiyingyongzuiguangfan、zhimingduzuigaodegugeshenduxuexipingtai tensorflowkaiyuanshijiangengzao。
duiyuziyanshenduxuexipingtaideyuanyin，kuangshishichangyupinpaizhongxinzongjinglixieyinanyecengzaijieshoumeiticaifangshijieshi：“womenzaoyugugetuichudeyuanyinbingfeitamenmeikaiyuan，ershiyinweiwomenrenweiyongyouzijideshenduxuexifadongjijianghuishikuangshizuoweiyijiazhuanzhuyujisuanjishijuederengongzhinenggongsidehexinjingzhengli。”
zheiyangdeyoushizaijinyiliangniankaishituxian，shangshukuangshiyuangongxiangcvzhishitoulu，zaizuijinyushangtangdejilunjingbiaozhong，kuangshiyedouqudelechenggong。
chucizhiwai，jinyiliangnian，kuangshihaijiangqiyewuzhongxinconganfangzhuanyidaolewulianwang、jiqirenhezhihuichengshilingyu，bingchuangjianlezijidejiqirencaozuoxitong——hetu。bujinruci，kuangshihaitouzilebaokuojingcangkeji、airuisijiqirenhevideo++zaineidejijiawuliujiqirenhewenyuchuanmeigongsi。shangshujudongxianshichuqiluodiyizhubuconganfanglingyuzhuanyidaogengduoqitalingyu。
danjukuangshiyuangongxiangcvzhishitoulu，“wojuedezhishifujiade，anfanghaishizhengledabufendeqian。”xianzaidejishuluodi“qierudehaishianfang”。
tanjiaigongsishangshiwenti，yunzhishengchuangshirenhuangweiyecengduicvzhishibiaodaguodanyou，“aigongsiguzhitaigaodefanerbuganshang，papaomopodiao。”
yi“tonggubutongquan”defangshidenglugangjiaosuo，shiduiyijiagongsiguzhi、yinglinengli、fazhanqianjingdengduofangmiandezonghekaoliang。yijiabeishouzhumudeaidujiaoshougongsi，zuizhongshenmeshihoushangshi，nengqunalishangshi，gengxiangshiyijiankeyubukeqiuerfeiyichuidingyindeshiqing。