Pseudo-Kwandika no Kwitoza
Pseudo-labeling ni tekinike igenzurwa na kimwe cya kabiri aho icyitegererezo cyatojwe kumurongo muto wanditseho ibyarango byacyo kubirango bitemewe, hanyuma bigatoza kuri ubwo buhanuzi.
Incamake
It is a simple, powerful way to exploit abundant unlabeled data.
Kwibira cyane
Kwimenyereza ni kimwe mu bitekerezo bya kera bigenzurwa. Urabanza guhugura icyitegererezo cya mwarimu kumibare ntarengwa yanditseho amakuru. Umwarimu noneho ahanura ibirango kuri pisine nini yingero zidashyizweho ikimenyetso; ibyiringiro byinshi guhanura bihinduka pseudo-labels. Umunyeshuri wicyitegererezo yatojwe kubumwe bwibirango nyabyo na pseudo-labels, akenshi biruta mwarimu. Icyizere ntarengwa ni ngombwa: gusa ibyahanuwe hejuru yo guhagarika ibishoboka birabikwa, bityo moderi ntabwo yangizwa nibitekerezo byayo bitazwi. Impinduka zigezweho zihuza pseudo-label hamwe nibisanzwe bihoraho. FixMatch, kurugero, itanga pseudo-label kuva ishusho yongerewe intege kandi igatoza icyitegererezo cyo kuyihuza na verisiyo yongerewe cyane, ariko mugihe gusa guhanura gukomeye kwizeye. Urusaku rwumunyeshuri rwagabanije igitekerezo kuri ImageNet muguhindura umunyeshuri no kongeramo urusaku (guta ishuri, kongera) mugihe cyamahugurwa.
Ubushishozi
Intangiriro yibyingenzi ni bootstrapping: icyitegererezo cyerekana amakuru ntabwo yahawe ibirango, hanyuma yigira kuri ibyo birango. Akaga ni ukwemeza kubogama, aho amakosa yo hambere ashimangirwa. Abashinzwe kurinda umutekano harimo ibyiringiro byinshi, gukarisha cyangwa 'gukomera' bishyushye 'guhanura, kuringaniza amasomo, no gutera urusaku umunyeshuri bityo bikaba muri rusange birenze gufata mu mutwe mwarimu. Gutondekanya umwarimu-ku-banyeshuri, buri gihe ugereranije nicyitegererezo cyiza, birashobora guhuza inyungu.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Kazoza ka Pseudo-Kwandika no Kwitoza
Pseudo-labels ikomeza kuba intandaro yo kwiga-gukora neza kandi bigenda byiyongera kumiyoboro minini-yimyitozo ngororamubiri, aho moderi zikomeye zitanga ibirango byogukora cyangwa ndetse namakuru ya syntetique yo gutoza moderi ntoya cyangwa nshya, uburyo bwo gusibanganya. Tegereza kwishyira hamwe hamwe no kwiga gukora (guhitamo ingero abantu bagomba kuranga), igereranyo cyiza kidashidikanywaho cyo gushungura pseudo-labels, no gukomeza gukoreshwa mukumenyekanisha imvugo, amashusho yubuvuzi, hamwe na domaine iyo ari yo yose aho amakuru atanditseho umubare munini cyane wanditseho amakuru.
Gushyira mu bikorwa Isi
Guhugura uburyo bwo kumenya imvugo wandukura amasaha ibihumbi byamajwi atanditseho urugero rwimbuto, hanyuma ukongera ukiga kumpapuro zizewe.
__AIU_PROTECTED_11 __ 'Umunyeshuri wuzuye urusaku atezimbere ImageNet yukuri yerekana ibimenyetso byerekana amashusho atanditse hamwe numwarimu no guhugura umunyeshuri munini, usakuza.
Kwandika pisine nini ya scan yubuvuzi itamenyekanye hamwe nicyitegererezo cyahuguwe kubibazo magana make byanditseho impuguke kugirango bagure amahugurwa.
Bootstrapping yinyandiko itondekanya kuri niche domaine ukoresheje pseudo-yerekana amamiriyoni yinyandiko zitanditse hejuru yicyizere.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Kugenzura Kugenzura no Guhugura
Ibibazo bikunze kubazwa
What is Pseudo-Labeling and Self-Training?
Pseudo-labeling ni tekinike igenzurwa na kimwe cya kabiri aho icyitegererezo cyatojwe kumurongo muto wanditseho ibyarango byacyo kubirango bitemewe, hanyuma bigatoza kuri ubwo buhanuzi. Nuburyo bworoshye, bukomeye bwo gukoresha amakuru menshi atanditse.
Ikirango cya pseudo ni iki?
Pseudo-labels nicyitegererezo cyonyine cyo guhanura kumibare idashyizweho ikimenyetso, ikoreshwa nkintego zamahugurwa.
Ni ukubera iki imipaka yicyizere ikoreshwa muri pseudo-label?
Gushungura kubwicyizere birinda imyitozo kubitekerezo byikitegererezo bihindagurika, kugabanya ikwirakwizwa ryamakosa.
Niki 'kwemeza kubogama' murwego rwo kwitoza?
Niba hakiri kare pseudo-labels yibeshye, moderi irashobora gufunga no kongera ayo makosa hejuru yisubiramo.
Nigute FixMatch ihuza pseudo-label hamwe no kwiyongera?
FixMatch ikoresha ibyiringiro byintege nke-byongerewe guhanura nkintego yo kureba cyane, ukongeraho guhoraho.
Niki __AIU_PROTECTED_11 __ 'Urusaku rwumunyeshuri wongeyeho mugihe uhugura icyitegererezo cyabanyeshuri?
Urusaku rwumunyeshuri rutera urusaku kandi rwagura umunyeshuri kuburyo rusanzwe muri rusange birenze kwigana mwarimu.