Incamake
VQ-VAE ikanda amashusho, amajwi, cyangwa videwo mumurongo muto wa code ya discret yakuwe mubitabo byize, aho kuba imibare ikomeza. Uku gucikamo ibice kureka ibintu bikurikirana bikurikirana nka Transformers ifata itangazamakuru nk '' ibimenyetso ', nkamagambo.
VQ-VAE na Discret Latents ni iyerekanwa rya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
VQ-VAE (Vector Quantized Variational Autoencoder), yatangijwe na van den Oord na bagenzi be muri DeepMind muri 2017, ni autoencoder ifite umwanya wihishe utagaragara. Kodegisi ihindura ishusho murusobe rwibice bikomeza; buri vector noneho ifatirwa kumurongo wacyo hafi muri codebook yize yo gushiramo (kugereranya kwa vector). Decoder yubaka ishusho kuva kode zingana. Kuberako ibyihishe ubu ari amagambo atagira ingano yerekana indangagaciro, icyitegererezo cyihariye gishobora kwiga kugabana kwabo no kubyara ibintu bishya. Ibi byiciro bibiri byokoresha imbaraga DALL-E 1, Jukebox kumuziki, na VQGAN, byongera igihombo cyo kwiyumvisha no guhangana kugirango kwiyubaka bikarishye. VQ-VAE-2 yashyizeho imyanzuro myinshi kugirango itange amashusho yubudahemuka.
Ubushishozi
Intambwe yo kubara (argmin hafi-umuturanyi ushakisha) ntaho itandukaniye, bityo VQ-VAE ikoresha igereranya-igereranya: gradients yandukuwe biturutse kuri decoder yinjiza igaruka kuri kodegisi nkaho kubara byari indangamuntu. Amahugurwa akomatanya igihombo cyo kwiyubaka, igihombo cya codebook gikurura ibyerekezo bisohoka kuri kodegisi, hamwe nigihombo cyo kwiyemeza gukomeza kodegisi yiyemeje kode yahisemo. Kunanirwa bisanzwe ni codebook gusenyuka, aho kode nkeya zikoreshwa.
Kumenya VQ-VAE na Bitinze Bitinze
VQ-VAE ikanda amashusho, amajwi, cyangwa videwo mumurongo muto wa code ya discret yakuwe mubitabo byize, aho kuba imibare ikomeza. Uku gucikamo ibice kureka ibintu bikurikirana bikurikirana nka Transformers ifata itangazamakuru nk '' ibimenyetso ', nkamagambo. VQ-VAE na Discret Latents ni iyerekanwa rya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata VQ-VAE na Discret Latents 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 VQ-VAE na Discret Latents aringaniza ukuri 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
DALL-E 1 yakoresheje icyerekezo cya VQ-VAE cyihariye kugirango Transformer ibashe gukora amashusho nkurutonde rwibipimo bya codebook.
VQGAN yahujije VQ-VAE hamwe nigihombo cyo guhangana no gushishoza kugirango itange ibimenyetso bisobanutse neza, byerekana amashusho yerekana ibihangano.
__AIU_PROTECTED_10 __ 'Jukebox yakoresheje VQ-VAE kumajwi mbisi, ikomatanya umuziki muma code yihariye yo kwerekana imiterere.
VQ-AA
Uburyo bwo Gushyira mu bikorwa
VQ-VAE na Bitinze Bitinze mubikorwa
DALL-E 1 yakoresheje icyerekezo cya VQ-VAE cyihariye kugirango Transformer ibashe gukora amashusho nkurutonde rwibipimo bya codebook.
DALL-E 1 yakoresheje tokenizer ya VQ-VAE kugirango Transformer ishobore gutanga amashusho nkurutonde rwibipimo byerekana codebook Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
VQ-VAE na Bitinze Bitinze mubikorwa
VQGAN yahujije VQ-VAE hamwe nigihombo cyo guhangana no gushishoza kugirango itange ibimenyetso bisobanutse neza, byerekana amashusho yerekana ibihangano.
V.
VQ-VAE na Bitinze Bitinze mubikorwa
__AIU_PROTECTED_10 __ 'Jukebox yakoresheje VQ-VAE kumajwi mbisi, ikomatanya umuziki muma code yihariye yo kwerekana imiterere.
__AIU_PROTECTED_10 __ 'Jukebox yakoresheje VQ-VAE kumajwi mbisi, guhuza umuziki muri kode yihariye yo kwerekana imiterere yibyara Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
VQ-VAE na Bitinze Bitinze mubikorwa
VQ-AA
VQ-AA
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.