ControlNet
ControlNet shine ƙarawa wanda ke ba da ƙira-ƙirar hoto daidaitaccen sarrafa tsari, yana ba ku damar sarrafa fitarwa tare da gefuna, matsayi, taswira mai zurfi, ko rubutu.
Dubawa
It turns text-to-image from a slot machine into a controllable design tool.
Zurfafa nutsewa
Lvmin Zhang da abokan aiki suka gabatar da shi a cikin 2023, ControlNet yana manne da tsarin da aka riga aka horar da shi kamar Stable Diffusion ba tare da sake horar da komai ba. Yana rufe ɓoyayyen tubalan U-Net ɗin zuwa cikin kwafin da za a iya horarwa, sannan ya haɗa wancan kwafin zuwa ainihin daskararre ta hanyar sifili-convolution Layers (sifili-convs). Wadannan sifili-convs suna farawa ba tare da wani tasiri ba, don haka horarwa yana farawa daga halayen ƙirar asali kuma a hankali ya koyi yin allurar kwandishan. Yanayin yanayin taswirar sararin samaniya: Hoton gefen Canny, kwarangwal na OpenPose, taswira mai zurfi, abin rufe fuska, ko zana zane. Sakamakon shi ne hoton da aka ƙirƙira yana bin tsarin taswirar sarrafawa yayin da saurin rubutu ke tsara salo da abun ciki, yana ba masu fasaha abin dogaro, shimfidu masu maimaitawa.
Fahimtar Fasaha
Ma'anar dabarar ita ce juyin juya hali. Saboda an ƙaddamar da matakan haɗin kai zuwa ma'aunin nauyi, reshen ControlNet da farko bai ƙara kome ba, don haka samfurin ya yi kama da na asali a farkon horo. Wannan yana hana amo mai cutarwa wanda sabbin yadudduka za su yi allura kuma ya sanya kwanciyar hankali mai kyau ko da akan ƙananan bayanan bayanai. Gradients suna kwarara cikin sifili-convs kuma a hankali suna buɗe hanyar kwantar da hankali, suna koyon tsarin sarrafawa cikin aminci.
Dabarun Tasiri
Gudu da sikelin
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin.
Gina zaɓuɓɓuka
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu.
Ƙungiya da aikin aiki
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa.
Makomar ControlNet
Yanayin yanayin ControlNet yana zama daidaitaccen kayan aikin a cikin kayan aikin ƙirƙira, tare da tari-sharaɗi da yawa (haɗin matsayi da zurfin da gefuna) da masu adaftar wuta kamar T2I- Adapter da IP- Adapter. Yi tsammanin haɗin kai mai ƙarfi a cikin watsa bidiyo don daidaitawar motsi, gyare-gyaren hulɗar lokaci na ainihi, da ƙirar ƙira waɗanda ke karɓar nau'ikan sarrafawa da yawa a lokaci ɗaya, ɓata layin tsakanin zane-zane da ma'anar ƙarshe.
Aiwatar da Gaskiyar Duniya
Makulle madaidaicin matsayi tare da kwarangwal na OpenPose yayin canza tufafi da bango ta hanyar gaggawa
Amfani da taswirorin gefen Canny don sake fasalin hoton gini yayin da ake kiyaye madaidaicin layin gine-ginensa
Juya ƙaƙƙarfan rubutun hannu zuwa kwalaye masu gogewa don zane-zane da allon labari
Aiwatar da taswirori mai zurfi don haka abubuwan da aka haifar sun mutunta shimfidar 3D don masu samar da samfur da izgili na ƙirar ciki.
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.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai.
Ci gaba da Bincike
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Jagora na gaba
Kayayyakin SLAM
Tambayoyin da ake yawan yi
What is ControlNet?
ControlNet shine ƙarawa wanda ke ba da ƙira-ƙirar hoto daidaitaccen sarrafa tsari, yana ba ku damar sarrafa fitarwa tare da gefuna, matsayi, taswira mai zurfi, ko rubutu. Yana juya rubutu-zuwa hoto daga na'ura mai ramuwa zuwa kayan aikin ƙira mai sarrafawa.
Wace matsala ControlNet ke magance da farko don ƙirƙirar hoto?
ControlNet yana ƙyale masu amfani su jagoranci fitarwa tare da yanayin sararin samaniya kamar gefuna, matsayi, ko zurfin, yin tsararru mai iya sarrafawa maimakon bazuwar.
Menene rawar 'zero-convolution' yadudduka a cikin ControlNet?
Juyin da aka fara sifili ba sa ba da gudummawar komai da farko, don haka samfurin ya dace da na asali kuma yana koyon yanayin sanyi a hankali kuma a tsaye.
Wanne daga cikin waɗannan ingantacciyar shigarwar yanayin ControlNet?
ControlNet yana amfani da taswirorin sararin samaniya kamar kwarangwal, taswirorin zurfin, gefuna na Canny, da abin rufe fuska a matsayin jagorar tsari.
Ta yaya ControlNet ke da alaƙa da ƙirar rarraba tushe kamar Stable Diffusion?
ControlNet clones da horar da kwafin mai rikodin yayin da ke ajiye ainihin U-Net a daskare, yana adana ilimin da aka koya.
A cikin aikin ControlNet, menene yawanci ke saita salo da abun ciki yayin da taswirar sarrafawa ke tsara tsari?
Rubutun rubutu yana sarrafa salo da batun batun, yayin da taswirar sarrafawa ke aiwatar da shimfidar wuri.