ControlNet
ControlNet ndeyekuwedzera-inopa mifananidzo-yechizvarwa modhi yakanyatso kudzora zvimiro, ichikutendera kuti utungamirire kubuda nemipendero, maposi, kudzika mepu, kana zvinyorwa.
Pfupiso
It turns text-to-image from a slot machine into a controllable design tool.
Kudzika Kwakadzika
Yakaunzwa naLvmin Zhang uye vaanoshanda navo muna 2023, ControlNet inonamira kune yakafanodzidziswa yekuparadzira modhi seStable Diffusion pasina kudzokorora chinhu chose. Inobatanidza maencoder block eiyo U-Net mukopi inodzidziswa, yobva yabatanidza iyo kopi kudzokera kune yepakutanga yakaomeswa nechando kuburikidza ne zero-initialized convolution layers (zero-convs). Aya zero-convs anotanga asina mhedzisiro, saka kudzidziswa kunotanga kubva kune yekutanga modhi maitiro uye zvishoma nezvishoma anodzidza kubaya majekiseni. Mamiriro acho mepu yenzvimbo: mufananidzo weCanny, skeleton yeOpenPose, mepu yakadzama, segmentation mask, kana dhizaini. Mhedzisiro yacho ndeyekuti mufananidzo wakagadzirwa unotevera chimiro chemepu yekudzora nepo chinyorwa chinomisikidza chimiro uye zvirimo, ichipa maartist akavimbika, anodzokororwa marongero.
Technical Insight
Iyo yekutsanangura hunyengeri ndeye zero-convolution. Nekuti machira ekubatanidza anotangwa kune zero uremu, iyo ControlNet bazi rinotanga rawedzera chinhu, saka modhi yacho yakafanana neyekutanga pakutanga kwekudzidziswa. Izvi zvinodzivirira ruzha rwunokuvadza rwunonge runyoro rwaizopinza uye inoita kuti kugadzirisa-kwakanaka kugadzike kunyangwe pamaseti madiki. Gradients inoyerera ichipinda mu zero-convs uye zvishoma nezvishoma inovhura nzira yekumisikidza, ichidzidza kudzora kwemaitiro zvakachengeteka.
Strategic Impact
Kumhanya uye chiyero
Visual AI inogona kuita otomatiki yekuongorora, yekuona, uye yekumaka mabasa pachiyero.
Vaka sarudzo
Zvikwata zvekugadzira zvinogona prototype pfungwa nekukurumidza nekudzokororwa kwemaoko mashoma.
Team uye workflow
Mashandisirwo anogona kushandisa masaini emifananidzo nemavhidhiyo ayo aimbove akaoma kugadzirisa.
Ramangwana reControlNet
KudzoraNet-maitiro ekugadzirisa ari kuve akajairika masisitimu mukugadzira maturusi, ane akawanda-mamiriro akaturikidzana (kusanganisa pose uye kudzika pamwe nemipendero) uye akareruka adapter seT2I-Adapter uye IP-Adapter. Tarisira kusanganisa kwakasimba mukupatsanurwa kwevhidhiyo kuitira kuenderana kwekufamba kudzora, chaiyo-nguva inopindirana editing, uye mamodheru akabatana anotambira marudzi mazhinji ekutonga panguva imwe chete, kudzima mutsetse pakati pekudhirowa uye yekupedzisira kupa.
Real-World Implementation
Kuvhara chimiro chaicho chemunhu neOpenPose skeleton uchichinja zvipfeko uye kumashure kuburikidza nekukasira.
Kushandisa mamepu eCanny edge kugadzirisazve mufananidzo wekuvaka uchichengetedza mitsara yayo yekuvaka.
Kushandura zvinyoro zvinodhonzwa nemaoko kuita mifananidzo yakakwenenzverwa yehunyanzvi hwepfungwa uye bhodhi renyaya
Kushandisa mamepu akadzama saka anogadzirwa anoremekedza 3D dhizaini yezvigadzirwa zvinopa uye yemukati dhizaini mockups.
Njodzi & Guardrails
Kodzero dzemifananidzo uye kubvumirwa kunogona kuve njodzi dzepamutemo kana provenance isina kujeka.
Kuita kwemuenzaniso kunogona kusiyanisa kupenya, huwandu hwevanhu, uye nharaunda.
Manyepo enhema anogona kusacherechedzwa kunze kwekunge zvikumbaridzo zvekuvimba zvikatariswa.
Implementation Roadmap
Tsanangura maitiro ekugamuchirwa echokwadi, kurangarira, uye mutengo wekukanganisa.
Edzai nedata rinoenderana nemamiriro chaiwo ekugadzira.
Wedzera ongororo yemunhu kune yakaderera-kusavimbika kana yakakwirira-inokanganisa kufanotaura.
Tevera modhi kudonha uye simbisa mushure mekuchinja kwekamera kana dataset.
Ramba Uchiongorora
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Gaidhi rinotevera
Visual SLAM
Mibvunzo inowanzo bvunzwa
What is ControlNet?
ControlNet ndeyekuwedzera-inopa mifananidzo-yechizvarwa modhi yakanyatso kudzora zvimiro, ichikutendera kuti utungamirire kubuda nemipendero, maposi, kudzika mepu, kana zvinyorwa. Inoshandura mavara-kune-mufananidzo kubva kumushini we slot kuita inodzoreka dhizaini chishandiso.
Nderipi dambudziko iro ControlNet rinonyanya kugadzirisa kugadzirwa kwemifananidzo?
ControlNet inoita kuti vashandisi vatungamirire zvinobuda nemamiriro ekunze senge mipendero, maposi, kana kudzika, zvichiita kuti chizvarwa chidzoreke kwete kungoitika.
Ndeipi basa rezvikamu zve 'zero-convolution' muControlNet?
Zero-yakatanga convolutions haibatsiri chinhu pakutanga, saka modhi inoenderana neyekutanga uye inodzidza kugadzirisa zvishoma nezvishoma uye zvakatsiga.
Ndeipi yeiyi inoshanda ControlNet conditioning yekuisa?
ControlNet inoshandisa mepu dzepakati senge skeletons, kudzika mepu, Canny edges, uye segmentation masks segwara rehurongwa.
Ko ControlNet inoenderana sei neiyo base diffusion modhi seStable Diffusion?
ControlNet clones uye inodzidzisa kopi ye encoder ichichengeta yekutanga U-Net yakaomeswa nechando, ichichengetedza ruzivo rwayo rwakadzidza.
Mune ControlNet workflow, chii chinowanzoseta chimiro uye zvemukati nepo mepu yekudzora ichiisa chimiro?
Mavara echimbichimbi anodzora maitiro uye musoro wenyaya, ukuwo mepu yekudzora ichimanikidza marongerwo enzvimbo.