DINO Kwiyitirira
DINO nuburyo bwigenga bugutoza icyerekezo cyo guhindura icyerekezo cyo gusobanukirwa amashusho nta kirango na kimwe, nukugira umuyoboro wiyigisha.
Incamake
DINO nuburyo bwigenga bugutoza icyerekezo cyo guhindura icyerekezo cyo gusobanukirwa amashusho nta kirango na kimwe, nukugira umuyoboro wiyigisha. Itanga ibintu bisukuye kuburyo imipaka yibintu igaragara kubusa ku ikarita yitabwaho.
DINO Kwiyitirira ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
DINO, ngufi yo kwishishanya nta kirango, yasohowe na Meta AI (icyo gihe Facebook AI) mu 2021. Ikoresha kopi ebyiri z'urusobe rumwe - umunyeshuri n'umwarimu - kandi ibagaburira ibihingwa bitandukanye byongerewe ishusho imwe. Umunyeshuri agerageza guhuza igabanywa rya mwarimu, nubwo mwarimu abona ibintu bitandukanye. Icy'ingenzi, umwarimu ntabwo yatojwe mu buryo butaziguye; uburemere bwacyo ni impuzandengo yimibare yabanyeshuri, igenda ikurikira inyuma. Guhagarika umuyoboro gusenyuka kugeza igisubizo kimwe gihoraho, DINO centre kandi ityaza umusaruro mwarimu. Igisubizo gitangaje nuko amakarita yo kwiyitaho yerekana ibisubizo byahinduwe byerekanwe igice kitarigeze kibwirwa ikintu icyo aricyo.
Ubushishozi
Imiyoboro yombi isohora urwego rwo hejuru rushoboka rwo gukwirakwiza nyuma ya softmax. Umunyeshuri abona ibihingwa bito byaho hiyongereyeho ibitekerezo byisi, mugihe mwarimu abona gusa isi yose - ingamba-yibihingwa byinshi itera guhuza isi-kwisi. Igihombo ni cross-entropy hagati yabarimu nogusaranganya abanyeshuri, hamwe na gradients zinyura mumunyeshuri gusa. Amayeri abiri arinda gusenyuka: gushira hamwe gukuramo uburyo bwo kwiruka bivuye mumyandikire ya mwarimu, kandi ubushyuhe buke burabikarishye, buringaniza hamwe bityo ibisubizo bikaguma bitandukanye.
Kumenya DINO Kwiyitirira
Kugirango wubake byimbitse, fata DINO Kwiyitirira nk'icyitegererezo, ntabwo ari ikintu kimwe. Sobanura ibyifuzwa, usobanure neza ibitekerezo, kandi utandukanye ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha DINO Kwiyitirira uburinganire bwuzuye hamwe nibikorwa bifatika nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na label ihamye. 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.
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mugihe kimwe, uburenganzira bwishusho no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse. 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
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. 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 arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya. 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
Igice kitagenzuwe, aho DINO yerekana ikarita yerekana ibintu nta kirango cya mask
Gushakisha amashusho no gukoporora, ukoresheje ibiranga DINO kugirango ubone hafi-kwigana cyangwa amashusho asa
DINOv2 ibiranga nkumugongo wafunzwe kugirango ugereranye ubujyakuzimu hamwe ninshingano ziteganijwe
Gutegura icyerekezo cyubuvuzi cyangwa icyogajuru cyerekana aho amakuru yanditse ari make cyangwa ahenze
Uburyo bwo Gushyira mu bikorwa
DINO Kwiyitirira imyitozo
Igice kitagenzuwe, aho DINO yerekana ikarita yerekana ibintu nta kirango cya mask.
Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
DINO Kwiyitirira imyitozo
Gushakisha amashusho no gukoporora, ukoresheje ibiranga DINO kugirango ubone hafi-kwigana cyangwa amashusho asa.
Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
DINO Kwiyitirira imyitozo
DINOv2 ibiranga nkumugongo wafunzwe kugirango ugereranye ubujyakuzimu hamwe ninshingano ziteganijwe.
Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
DINO Kwiyitirira imyitozo
Gutegura icyerekezo cyubuvuzi cyangwa icyogajuru cyerekana aho amakuru yanditse ari make cyangwa ahenze.
Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ingaruka & Kurinda
Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.
Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.
Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.
Igishushanyo mbonera
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.
Fata nk'irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.
Fata nk'irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.
Fata nk'irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.
Fata nk'irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza Ubushakashatsi
Check your understanding
Test yourself: take the DINO Self-Distillation quiz