Dubawa
VQGAN yana matsa hotuna zuwa grid na sahihan alamomi da aka zana daga littafin da aka koya, yana barin taswira ya samar da hotuna kamar yadda ƙirar harshe ke samar da rubutu.
VQGAN da Codebook Hoto Synthesis na cikin ayyukan aikin hangen nesa na kwamfuta wanda ke fassara ko samar da kafofin watsa labarai na gani don bincike, ayyuka, da kerawa.
Zurfafa nutsewa
VQGAN, wanda aka gabatar a cikin takarda ta 2021 'Taming Transformers for High Resolution Hoto Synthesis,' ya haɗu da na'urar ƙididdigewa ta atomatik (VQVAE) tare da horarwa na gaba da fahimta. Mai rikodin taswirar hoto zuwa ƙaramin grid na sifa; kowane vector yana tsinkewa zuwa shigarwa mafi kusa a cikin littafin koyo na, a ce, lambobi masu hankali 1024, suna juya hoton zuwa jeri na alamomin lamba. Mai gyara hoto yana sake gina hoton daga waɗannan alamun, an horar da shi tare da GAN mai wariya da hasarar fahimta don haka sake ginawa yayi kama da kaifi maimakon blush. Saboda hotuna a yanzu jerin alamomi ne masu hankali, na'urar taswira ta atomatik na iya yin ƙima da su kamar harshe, yana tsinkayar alamu ɗaya bayan ɗaya. VQGAN sanannen kayan aikin fasaha na farkon rubutu-zuwa hoto lokacin da aka haɗa su tare da jagorar CLIP.
Fahimtar Fasaha
Babban aikin shine ƙididdigewa na vector: ana maye gurbin abubuwan da aka ci gaba da shigar da kayan aikin da mafi kusa da su, tare da ma'aunin 'daidai-ta'' ƙididdige ƙididdigewa don haka mai rikodin zai iya koyo duk da binciken da ba shi da bambanci. Ƙara mai nuna wariyar GAN na tushen faci a saman autoencoder shine abin da zai ba VQGAN damar amfani da grid ƙarami (misali 16x16) fiye da VQVAE yayin da yake kiyaye laushi mai laushi, yana sa mai canza canjin canji.
Jagorar VQGAN da Rubutun Hoto na Codebook
VQGAN yana matsa hotuna zuwa grid na sahihan alamomi da aka zana daga littafin da aka koya, yana barin taswira ya samar da hotuna kamar yadda ƙirar harshe ke samar da rubutu. VQGAN da Codebook Hoto Synthesis na cikin ayyukan aikin hangen nesa na kwamfuta wanda ke fassara ko samar da kafofin watsa labarai na gani don bincike, ayyuka, da kerawa. Don gina zurfin fahimta, bi da VQGAN da Codebook Hoto Synthesis a matsayin samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi masu amfani da VQGAN da Codebook Hoto Synthesis daidaita daidaito tare da gaskiyar aiki kamar ingancin bayanai, bambancin haske, da daidaiton lakabi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin. A lokaci guda, Haƙƙin Hoto da yarda na iya zama haɗari na shari'a idan ba a fayyace ba. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin.
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu.
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa.
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Sanya hoto a cikin grid 16x16 na alamomin codebook don haka mai canzawa zai iya ƙira da sabunta shi.
Haɗa VQGAN tare da jagorar CLIP don ƙirƙirar fasahar 'VQGAN+CLIP' AI wacce ta zama hoto ko bidiyo mai zagaya yanar gizo da sauri a cikin 2021
Matsa hotuna cikin ƙananan lambobi masu ma'ana don ingantacciyar ma'ajiya ko horon haɓakawa na ƙasa
Yin hidima azaman tokenizer na hoto a cikin manyan janareta na tushen alamar kamar MaskGIT da masu taswirar multimodal
Hanyoyin Aiwatarwa
VQGAN da Codebook Hoto Synthesis a aikace
Sanya hoto a cikin grid 16x16 na alamomin codebook don haka mai canzawa zai iya ƙira da sabunta shi.
Sanya hoto a cikin grid 16x16 na alamomin codebook don haka mai canzawa zai iya ƙira da sake haɓaka shi Ƙungiyoyi yawanci suna samun kyakkyawan sakamako lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da tsadar kuskure akan lokaci.
VQGAN da Codebook Hoto Synthesis a aikace
Haɗa VQGAN tare da jagorar CLIP don ƙirƙirar fasahar 'VQGAN+CLIP' AI wacce ta fara kamuwa da cuta a cikin 2021.
Haɗa VQGAN tare da jagorar CLIP don ƙirƙirar fasahar 'VQGAN + CLIP' AI art wanda ya zama hoto ko bidiyo mai zagaya yanar gizo da sauri a cikin 2021 Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
VQGAN da Codebook Hoto Synthesis a aikace
Matsa hotuna cikin ƙananan lambobi masu ma'ana don ingantacciyar ma'ajiya ko horon haɓakawa na ƙasa.
Matsa hotuna cikin ƙananan lambobi masu ma'ana don ingantaccen ajiya ko horarwa ta ƙasa Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
VQGAN da Codebook Hoto Synthesis a aikace
Yin hidima azaman alamar hoton hoto a cikin manyan janareta na tushen alamar kamar MaskGIT da masu canza canjin yanayi.
Yin aiki azaman tokenizer na hoto a cikin manyan janareta na tushen alama kamar MaskGIT da ƙungiyoyin masu canji na zamani yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haƙƙoƙin hoto da yarda na iya zama haxarin doka idan ba a fayyace ba.
Ayyukan samfuri na iya bambanta a ko'ina cikin haske, ƙididdiga, da mahalli.
Ƙarya tabbataccen ƙila ba za a iya lura da shi ba sai dai idan an kula da ƙofofin amincewa.
Taswirar Hanya
Ƙayyade ma'auni na karɓa don daidaito, tunowa, da farashi na kuskure.
Ƙayyade ma'auni na karɓa don daidaito, tunowa, da farashi na kuskure. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.