<prompt> Fingqa isihloko: Yimpi yokulwela ubuso bakho. I-Facebook ne-Google baye bahileleka empini ye-algorithm ukuze benze uhlelo oluphelele lokubona ubuso. Manje i-Google iye yaziphakamisa njengenqobe yakamuva, ithi uhlelo lwayo olusha lwe-FaceNet luphelele - ukuthola umuntu ofanele ama-99.96 esikhathi. Uhlelo olusha lwe-FaceNet lwe-Google cishe luphelele - ukuthola umuntu ofanele ama-99.96 esikhathi - lapha, lubonisa izinhlobo ezahlukene zezimo zokukhanyisa olungazinqoba. Abacwaningi be - Google babiza isimiso sabo ngokuthi ubuchwepheshe obunembe kunazo zonke obutholakalayo bokubona ubuso bomuntu. Ephepheni, elinesihloko esithi FaceNet: A Unified Embedding for Face Recognition and Clustering, i-Google ithi uhlelo lwayo lufinyelele cishe ezingeni lokunemba elingamaphesenti ayikhulu kudathasethi yokuqashelwa kobuso ebizwa ngokuthi i-Labeled Faces in the Wild. Iqoqo lemininingwane lisebenzisa izithombe zobuso ezingaphezu kuka-13 000 ezivela kuyi-Internet ukukala ukuthi ama-algorithm anembe kangakanani ekuqinisekiseni ukuthi izithombe ezimbili ziwumuntu ofanayo yini. Abacwaningi bathi: Indlela yethu isebenzisa inethiwekhi ejulile ehlanganisiwe eqeqeshelwe ukuthuthukisa ngokuqondile ukufakwa ngokwako, kunokufaka ungqimba oluphakathi njengasendleleni yokufunda ejulile yangaphambilini. Ukuze siqeqeshe, sisebenzisa ama - triplets ama - face patch afanayo angafani ahlelwe cishe, akhiqizwa kusetshenziswa indlela entsha yokumba ama - triplets online. Inzuzo yendlela yethu iwukusebenza kahle okukhulu kokumelwa: sifeza ukusebenza kokubona ubuso ngobuciko besimanje sisebenzisa ama-byte ayi-128 kuphela ebusweni. Ekusetshenzisweni kabanzi kwedatha ye-Labeled Faces in the Wild LFW, uhlelo lwethu lufinyelela ukunemba okusha kwerekhodi okungama-99.63. Ku-YouTube i-Faces DB ifinyelela ku-95.12. Isimiso sethu sinciphisa izinga lephutha uma liqhathaniswa nomphumela omuhle kakhulu oshicilelwe ngo-30 kuwo womabili amasethi wedatha. I-FaceNet yaqeqeshwa ngesethi yedatha enkulu yezithombe eziyizigidi ezingu-260 futhi yafeza izinga lokunemba elingamaphesenti angu-86 noma ngaphezulu. Ngonyaka odlule, iqembu labacwaningi baseChina lathi selikwazile ukufinyelela izinga lokunemba elingaphezu kwamaphesenti angu - 99. Ephepheni likaJuni 2014, abacwaningi be-Facebook bathi abantu abahlaziya izithombe ku-dataset ye-Labeled Faces bayakwazi kuphela...  <response>: Umphikisi we-Facebook i-DeepFace usebenzisa ubuchwepheshe obuvela enkampanini yakwa-Israyeli i-face.com. I-DeepFace ithola ubuso obufanayo ngokunemba okungu-97.25. Abacwaningi bakwaGoogle babiza isimiso sabo ngokuthi ubuchwepheshe obunembe kakhulu. Isistimu ingasetshenziselwa ukuqaphela izithombe ku-Google ngokuzenzakalelayo. 