Incamake
Autoregressive image generation yubaka amashusho igice kimwe icyarimwe, guhanura buri kimenyetso mubintu byose byakozwe mbere yacyo. Nibyiza kuko imashini imwe ikurikira-token imashini ikoresha imvugo yindimi irashobora gutanga amashusho afatika, agenzurwa.
Autoregressive Image Generation ni iyumurimo wa mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa kubisesengura, ibikorwa, no guhanga.
Kwibira cyane
Autoregressive image generation ifata ifoto nkurukurikirane kandi ikanahanura ibice kubintu, aho buri kintu gishya giteganijwe kubibanjirije byose. Akazi kambere nka PixelRNN na PixelCNN yahanuye amashusho pigiseli mbisi icyarimwe, gusikana umurongo kumurongo, byatinze ariko bifite isuku mubyukuri. Sisitemu zigezweho ahubwo zabanje guhuza ishusho murusobe rwibimenyetso byihariye ukoresheje kodegisi ya VQ-VAE, hanyuma Transformer ihanura ibyo bimenyetso ibumoso-iburyo. __AIU_PROTECTED_10 __ 'DALL-E 1 na __AIU_PROTECTED_11 __' Parti yakurikije iyi resept, itanga ibimenyetso byamashusho byateganijwe kumyandiko mbere yo kubisubiza kuri pigiseli. Inyungu nini nuburyo bushoboka bwo kwerekana imiterere hamwe nubwubatsi bumwe busangiwe nururimi. Igiciro ni gikurikiranye, gahoro gahoro.
Ubushishozi
Icyitegererezo cyerekana uburyo bushoboka bwibimenyetso byose mubicuruzwa bisabwa: p (x) = ibicuruzwa bya p (x_i yahawe x_1 ... x_ {i-1}). Transformer hamwe nimpamvu (mask) kwitondera ishimangira ko buri mwanya ubona gusa ibimenyetso byambere. Mugihe cy'amahugurwa iteganya buri kimenyetso kibangikanye hakoreshejwe guhatira abarimu, ariko kubisobanuro bigomba kwerekana icyitegererezo kimwe icyarimwe, kugaburira buri inyuma.
Kumenya Amashusho Yigenga
Autoregressive image generation yubaka amashusho igice kimwe icyarimwe, guhanura buri kimenyetso mubintu byose byakozwe mbere yacyo. Nibyiza kuko imashini imwe ikurikira-token imashini ikoresha imvugo yindimi irashobora gutanga amashusho afatika, agenzurwa. Autoregressive Image Generation ni iyumurimo wa mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa kubisesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata Autoregressive Image Generation nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Autoregressive Image Generation iringaniza neza hamwe nibikorwa bifatika nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na labels 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
DALL-E 1 yabyaye amashusho muburyo bwo guhanura urusobekerane rwibimenyetso byerekana amashusho uhereye kumyandiko.
__AIU_PROTECTED_11 __ 'Parti yagabanije inyandiko-yerekana-Guhindura inyandiko-shusho Guhindura kugeza kuri miliyari 20 ibipimo birambuye, byihuse-byizerwa.
PixelCNN na PixelRNN berekanye pigiseli mbisi-kuri-pigiseli kandi iracyakoreshwa nkibyingenzi byo kwigisha kubintu bishoboka.
MaskGIT na Muse bakoresha parallel ya mask-token decoding kugirango yihutishe icyerekezo gishingiye kumashusho mugihe ukomeje imyitozo ya autoregressive.
Uburyo bwo Gushyira mu bikorwa
Autoregressive Image Igisekuru mubikorwa
DALL-E 1 yabyaye amashusho muburyo bwo guhanura urusobekerane rwibimenyetso byerekana amashusho uhereye kumyandiko.
DALL-E 1 yabyaye amashusho muburyo bwihuse bwo guhanura urusobe rwibimenyetso byerekana amashusho uhereye kumyandiko yanditse Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Autoregressive Image Igisekuru mubikorwa
__AIU_PROTECTED_11 __ 'Parti yagabanije inyandiko-yerekana-Guhindura inyandiko-shusho Guhindura kugeza kuri miliyari 20 ibipimo birambuye, byihuse-byizerwa.
__AIU_PROTECTED_11 __ 'Parti yagabanije guhindura inyandiko-yerekana ishusho Guhindura kugeza kuri miliyari 20 zerekana ibintu birambuye, byihuse-byizerwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Autoregressive Image Igisekuru mubikorwa
PixelCNN na PixelRNN berekanye pigiseli mbisi-kuri-pigiseli kandi iracyakoreshwa nkibyingenzi byo kwigisha kubintu bishoboka.
PixelCNN na PixelRNN berekanye pigiseli mbisi-kuri-pigiseli kandi iracyakoreshwa nkibyingenzi byo kwigisha kubigero bishingiye ku bigero 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.
Autoregressive Image Igisekuru mubikorwa
MaskGIT na Muse bakoresha parallel ya mask-token decoding kugirango yihutishe icyerekezo gishingiye kumashusho mugihe ukomeje imyitozo ya autoregressive.
MaskGIT na Muse bakoresha parallel ya mask-token decoding kugirango yihutishe gushushanya-shusho-shusho mugihe ukomeza imyitozo-yuburyo bwa autoregressive Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana 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.