Incamake
BYOL (Bootstrap Own Latent) yiga amashusho yingirakamaro nta kirango na kimwe, kandi, igitangaje, nta ngero mbi. Yerekanye ko kwigira wenyine kwigira bidakeneye gushingira ku gutandukanya amashusho atandukanye, ukuraho ibikenewe byinshi bibi.
BYOL na Non-Contrastive Self-Supervision ni blok ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Uburyo bwinshi bwo kwiyobora hakiri kare bwari butandukanye: bakwega ibitekerezo bibiri byongeweho ishusho imwe hamwe mugihe basunikaga amashusho atandukanye, byasabye ingero nyinshi mbi kugirango birinde gusenyuka (aho umuyoboro usohora vector imwe kuri buri kintu). BYOL, kuva muri DeepMind muri 2020, yakuyeho ibibi rwose. Ikoresha imiyoboro ibiri: umuyoboro wa interineti numuyoboro ugamije. Ibintu bibiri byongerewe ishusho imwe inyura mumiyoboro ibiri; umuyoboro wa interineti wongeyeho umutwe wo guhanura kandi watojwe guhanura intego yibikorwa byerekana ubundi buryo bwo kureba. Icyitonderwa, ibipimo byurwego rwibipimo ntabwo byatozwa na gradient descente. Ahubwo ni impuzandengo yimuka (EMA) yuburemere kumurongo. Iyi asimmetrie wongeyeho intego ya EMA irinda gusenyuka kworoheje uburyo butandukanye bwo gutinya, guhuza cyangwa gukubita ibice bitandukanye kuri ImageNet.
Ubushishozi
Ibintu bitatu bihagarika gusenyuka nta ngaruka mbi: byongeye guhanura MLP ku ishami rya interineti, guhagarara-buhoro ku ishami ryerekanwe, hamwe na EMA ivugururwa. Intego ikora nkintego igenda isubira inyuma buhoro buhoro, bityo umuyoboro wa interineti ukurikirana intego ihamye, itinda aho kuba kopi yimuka ubwayo. Asimmetrie yuwahanuye isenya uburinganire bwakundi kureka amashami yombi agasohoka mugihe gito. Gufata ibisanzwe muri umushinga nabyo bigira uruhare muburyo busanzwe.
Kumenya BYOL no Kutavuguruzanya Kwigenzura
BYOL (Bootstrap Own Latent) yiga amashusho yingirakamaro nta kirango na kimwe, kandi, igitangaje, nta ngero mbi. Yerekanye ko kwigira wenyine kwigira bidakeneye gushingira ku gutandukanya amashusho atandukanye, ukuraho ibikenewe byinshi bibi. BYOL na Non-Contrastive Self-Supervision ni blok ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata BYOL na Non-Contrastive Self-Supervision nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura neza ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha BYOL hamwe no Kutavuguruzanya-Kwigenzura neza atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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
Gutegura umugongo w'icyerekezo kuri miriyoni y'amafoto atashyizweho ikimenyetso, hanyuma ugahuza neza kuri dataset ntoya yanditseho ubuvuzi-bwerekana amashusho aho ibisobanuro byinzobere ari bike.
Kwiga robot yibiranga kuva mumashanyarazi ya kamera mbisi nta kuranga intoki, kugabanya ikiguzi cyo kwigisha imirimo ya manipulation.
Kubaka amashusho-kugarura no kugabanya sisitemu ukoresheje BYOL yashizemo iryo tsinda amashusho asa nkaho nta kirango cyicyiciro.
Gutangiza icyogajuru cyangwa amashusho yikirere mububiko bunini butanditseho ububiko mbere yo gutunganya neza imikoreshereze yubutaka cyangwa gutema amashyamba.
Uburyo bwo Gushyira mu bikorwa
BYOL no Kutavuguruzanya Kwigenzura mubikorwa
Gutegura umugongo w'icyerekezo kuri miriyoni y'amafoto atashyizweho ikimenyetso, hanyuma ugahuza neza kuri dataset ntoya yanditseho ubuvuzi-bwerekana amashusho aho ibisobanuro byinzobere ari bike.
Gutegura umugongo w'icyerekezo kuri miriyoni y'amafoto atashyizweho ikimenyetso, hanyuma ugahuza neza kuri dataset ntoya yanditseho ubuvuzi-bwerekana amashusho aho ibisobanuro byinzobere ari bike Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
BYOL no Kutavuguruzanya Kwigenzura mubikorwa
Kwiga robot yibiranga kuva mumashanyarazi ya kamera mbisi nta kuranga intoki, kugabanya ikiguzi cyo kwigisha imirimo ya manipulation.
Kwiga imyiyerekano yimashini ituruka kumurongo wa kamera mbisi nta kuranga intoki, kugabanya ikiguzi cyo kwigisha imirimo ya manipulation 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.
BYOL no Kutavuguruzanya Kwigenzura mubikorwa
Kubaka amashusho-kugarura no kugabanya sisitemu ukoresheje BYOL yashizemo iryo tsinda amashusho asa nkaho nta kirango cyicyiciro.
Kubaka amashusho-kugarura no kugabanura sisitemu ukoresheje BYOL yashyizwemo mumashusho agaragara mumashusho adafite ikirango icyo aricyo cyose Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byiza byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
BYOL no Kutavuguruzanya Kwigenzura mubikorwa
Gutangiza icyogajuru cyangwa amashusho yikirere mububiko bunini butanditseho ububiko mbere yo gutunganya neza imikoreshereze yubutaka cyangwa gutema amashyamba.
Gutangiza icyogajuru cyangwa amashusho yikirere mububiko bunini butashyizweho ikimenyetso mbere yo gutunganya neza imikoreshereze yubutaka cyangwa gutema amashyamba Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
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.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.