Incamake
Iyerekwa rya Vision (ViTs) shyira mubikorwa byububiko bihindura imbaraga ChatGPT kumashusho, ifata ishusho nkurukurikirane rwibintu aho kuba gride ya pigiseli. Berekanye ko udakeneye imyanzuro kugirango ugere kumashusho agezweho.
Vision Transformers ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
Kumyaka myinshi, imiyoboro ihamye (CNNs) yiganjemo iyerekwa rya mudasobwa mugusikana akayunguruzo gato ku ishusho. Urupapuro rwa 2020 'Ishusho Ifite Amagambo 16x16' kuva Google yarwanyije ibi mugukata ishusho mubice byashizweho, mubisanzwe pigiseli 16x16, gutondekanya buri kimwe muri vector, no kugaburira ibyakurikiyeho muburyo bwo guhindura ibintu bisanzwe. Buri patch iba 'ikimenyetso,' cyane nkijambo mu nteruro. Icyitegererezo noneho gikoresha kwiyitaho kugirango buri patch ishobora guhuza neza nibindi bikoresho byose, ifata umubano muremure intera ntoya yo gushungura ntishobora kubona muntambwe imwe. Ifatwa: ViTs irashonje amakuru kuko ibuze ibitekerezo byuzuye bya CNN. Bahuguwe kuri dataseti nini nka JFT-300M, bahuje cyangwa batsinze CNN nziza, bahindura ubushakashatsi bwerekanwe bugezweho.
Ubushishozi
ViT igabanya ishusho mubice bidahuzagurika, imishinga igororotse buriwese, hanyuma ikongeramo kodegisi kugirango moderi imenye aho buri patch yicaye mumashusho yumwimerere. Umwihariko wiga 'urwego rw'ikimenyetso' urategurwa; ihagararirwa ryayo rya nyuma itera ibyiciro. Gutondekanya kwiyitaho ibice reka buri patch ipime amakuru kubandi bose, itanga umurima wakira isi kuva murwego rumwe. Kuberako umunzani wokwitonderwa inshuro enye numubare wibishishwa, amashusho-y-ibishusho bihinduka bihenze, niyo mpamvu ingano yama patch hamwe nuburyo bwiza bwo kwitondera bifite akamaro.
Kumenya Guhindura Icyerekezo
Iyerekwa rya Vision (ViTs) shyira mubikorwa byububiko bihindura imbaraga ChatGPT kumashusho, ifata ishusho nkurukurikirane rwibintu aho kuba gride ya pigiseli. Berekanye ko udakeneye imyanzuro kugirango ugere kumashusho agezweho. Vision Transformers ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata Vision Transformers nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura neza ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Vision Transformers aringaniza ukuri hamwe nukuri kubikorwa nkubwiza bwamakuru, itandukaniro ryamatara, hamwe nibirango bihoraho. 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
__AIU_PROTECTED_11 __ 'ishusho yerekana amashusho hamwe na sisitemu yo gushakisha uburyo bwakoresheje imigozi ya transformateur nyuma yuko ViT yerekanye ko ihiganwa na CNNs
CLIP hamwe nandi mashusho-yerekana imiterere ikoresha ViT kugirango ushushanye amashusho kugirango amafoto nibisobanuro bishobora guhuzwa mumwanya uhuriweho
Ubuvuzi bwerekana amashusho ukoresheje ViT kugirango ubone ibishushanyo kuri scan yose aho kuba gusa imiterere yaho
Kwiyitwara wenyine hamwe na robotike yibitekerezo bihuza uburyo bwa ViT bwo kwitondera ibyerekanwe murwego rwose rwo kureba
Uburyo bwo Gushyira mu bikorwa
Abahindura Icyerekezo mubikorwa
__AIU_PROTECTED_11 __ 'ishusho yerekana amashusho hamwe na sisitemu yo gushakisha uburyo bwakoresheje imigongo ya transformateur nyuma yuko ViT yerekanye ko ihanganye na CNN.
__II_
Abahindura Icyerekezo mubikorwa
CLIP hamwe nandi mashusho-yerekana imiterere ikoresha ViT kugirango ushushanye amashusho kugirango amafoto nibisobanuro bishobora guhuzwa mumwanya uhuriweho.
CLIP hamwe nandi mashusho yerekana-inyandiko ikoresha ViT kugirango ushushanye amashusho kugirango amafoto nibisobanuro bishobora guhurizwa mumwanya uhuriweho Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Abahindura Icyerekezo mubikorwa
Ubuvuzi bwerekana amashusho ukoresheje ViT kugirango ubone ibishushanyo kuri scan yose aho kuba gusa imiterere yaho.
Ubushakashatsi bwerekana amashusho yubuvuzi ukoresheje ViTs kugirango ubone ibishushanyo mbonera byose aho kuba imiterere yaho gusa 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.
Abahindura Icyerekezo mubikorwa
Kwiyitwara wenyine hamwe na robotike yibitekerezo bihuza uburyo bwa ViT bwo kwitondera ibyerekanwe murwego rwose rwo kureba.
Kwiyitirira ubwikorezi hamwe na robotike yibitekerezo bihuza uburyo bwa ViT bwo kwitondera ibyerekanwe murwego rwose rwo kureba Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane. Fata buri ntambwe 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.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.