Incamake
Igihombo cya gatatu cyigisha urusobe rushyira ibintu bisa hafi hamwe nibintu bidasa kure mumwanya wo gushiramo. Nishingiro ryihishe inyuma yo kumenyekanisha isura, gushakisha amashusho, hamwe na sisitemu yo gutanga ibyifuzo bigomba kugereranya ibintu aho kubishyira mubyiciro gusa.
Gutakaza Igihombo hamwe no Kwiga Metric bicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Kwiga Metricike bitoza icyitegererezo cyo kubyara, ibice aho intera igereranya. Igihombo cya gatatu gikora ibi ukoresheje inyongeramusaruro icyarimwe: inanga, icyiza (icyiciro kimwe na ankeri), nibibi (ibyiciro bitandukanye). Intego isunika inanga hafi yicyiza kuruta ibibi byibuze intera ihamye. Mubisanzwe, igihombo ni kinini (0, d (a, p) - d (a, n) + margin), aho d ubusanzwe intera ya Euclidea. __AIU_PROTECTED_11 __ ya 2015 FaceNet yamamaje ubu buryo, yiga gushiramo isura-128. Umaze gutozwa, ugereranya ibintu bibiri ukoresheje intera yo kubara, nta kongera imyitozo ikenewe kubiranga bishya. Ubu bushobozi bwo gufungura niyo mpamvu imbaraga zo kwiga metric imbaraga zo kugenzura no kugarura imirimo ibyiciro bidashobora gukemura byoroshye.
Ubushishozi
Impera niyo ituma igihombo cya gatatu gikora. Bitabaye ibyo, icyitegererezo gishobora gusenyuka buhoro buhoro ibyashizwe kumurongo umwe, bigatuma intera yose zeru no gutondeka ntacyo bivuze. Impera ihatira buffer: ibibi bigomba kuba byibuze margin kure kuruta ibyiza mbere yuko igihombo kigera kuri zeru. Ibishushanyo mubisanzwe L2-isanzwe kuri hypersphere, bityo intera iguma imipaka kandi igereranywa. Guhitamo margin (akenshi hafi 0.2) bigurisha uburyo amasomo akomeye arwanya gutandukana hagati yabo.
Kumenya Gutakaza Ibice bitatu no Kwiga Ibipimo
Igihombo cya gatatu cyigisha urusobe rushyira ibintu bisa hafi hamwe nibintu bidasa kure mumwanya wo gushiramo. Nishingiro ryihishe inyuma yo kumenyekanisha isura, gushakisha amashusho, hamwe na sisitemu yo gutanga ibyifuzo bigomba kugereranya ibintu aho kubishyira mubyiciro gusa. Gutakaza Igihombo hamwe no Kwiga Metric bicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Igihombo cya Triplet na Metric Kwiga nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Triplet Loss na Metric Learning yubaka icyitegererezo gikomeye cyibitekerezo, hanyuma ushushanye izo moderi kubibuza umusaruro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Igihe kimwe, Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Kugenzura isura ya FaceNet: terefone n'amarembo ya pasiporo yemeza umwirondoro mugenzura niba ibyapa bibiri byo mumaso bigwa mumipaka.
Gushakisha ibicuruzwa biboneka: imbuga za e-ubucuruzi zireka abaguzi bashireho ifoto hanyuma bagarure ibintu bisa nkibintu byegereye umuturanyi ushyiramo gushakisha.
Kugenzura abavuga: abafasha amajwi bashizemo icyitegererezo cyijwi bakagereranya numwirondoro wanditse kugirango wemeze uvuga.
Kugenzura umukono no kwandika intoki: amabanki yashyizemo ibisobanuro hamwe nibibazo byasinywe hamwe nimpimbano yibendera iyo intera irenze intera yize.
Uburyo bwo Gushyira mu bikorwa
Gutakaza inshuro eshatu no Kwiga Ibipimo mubikorwa
Kugenzura isura ya FaceNet: terefone n'amarembo ya pasiporo yemeza umwirondoro mugenzura niba ibyapa bibiri byo mumaso bigwa mumipaka.
Kugenzura isura ya FaceNet: terefone n'amarembo ya pasiporo byemeza umwirondoro mugenzura niba ibyapa bibiri byo mumaso bigwa mumwanya muto Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gutakaza inshuro eshatu no Kwiga Ibipimo mubikorwa
Gushakisha ibicuruzwa biboneka: imbuga za e-ubucuruzi zireka abaguzi bashireho ifoto hanyuma bagarure ibintu bisa nkibintu byegereye umuturanyi ushyiramo gushakisha.
Gushakisha ibicuruzwa bigaragara: imbuga za e-ubucuruzi zireka abaguzi bashiraho ifoto hanyuma bagarura ibintu bisa nkibintu byegeranye n’umuturanyi wegereye gushakisha amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gutakaza inshuro eshatu no Kwiga Ibipimo mubikorwa
Kugenzura abavuga: abafasha amajwi bashizemo icyitegererezo cyijwi bakagereranya numwirondoro wanditse kugirango wemeze uvuga.
Kugenzura abavuga: abafasha mu majwi bashizemo icyitegererezo cyijwi bakagereranya nu mwirondoro wanditse kugirango wemeze abavuga Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gutakaza inshuro eshatu no Kwiga Ibipimo mubikorwa
Kugenzura umukono no kwandika intoki: amabanki yashyizemo ibisobanuro hamwe nibibazo byasinywe hamwe nimpimbano yibendera iyo intera irenze intera yize.
Kugenzura umukono no kwandika intoki: amabanki yashyizeho ibimenyetso hamwe nibibazo byasinywe hamwe nimpimbano yibendera mugihe intera irenze intera yize Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ingaruka & Kurinda
Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.
Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.
Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.
Igishushanyo mbonera
Tangira nururimi rusobanutse rwibisubizo ukeneye.
Tangira nururimi rusobanutse rwibisubizo ukeneye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Inyandiko aho Gutakaza Inyabutatu hamwe no Kwiga Metric bifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Gutakaza Inyabutatu hamwe no Kwiga Metric bifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.