Modelsdị Nkwekọrịta Latent
Models Consistency Models (LCMs) bụ usoro na-ahapụ ndị na-emepụta ihe onyonyo na-emepụta foto dị elu n'ime otu nzọụkwụ ruo anọ kama ị na-emebu ọtụtụ iri.
Nchịkọta
They make near-real-time, interactive image generation practical even on modest hardware.
Ime miri emi
Ụdị mgbasa ozi latent dị ka Stable Diffusion na-amalite site na mkpọtụ wee na-ekwupụta ugboro ugboro, na-achọkarị nyocha netwọkụ 20 ruo 50 iji mee otu onyonyo, nke na-adị nwayọọ. Ndị LCM, nke Luo na ndị ọrụ ibe webatara na 2023, na-etinye nhụsianya na-agbanwe agbanwe na oghere nzuzo nke ụdị mgbasa ozi a zụrụ azụ. Echiche bụ isi: zụọ netwọkụ ụmụ akwụkwọ ka ha na-awụlikwa elu ozugbo na nsonaazụ dị ọcha site n'akụkụ ọ bụla n'akụkụ trajectory denoising, yabụ a na-enweta otu azịza ahụ n'otu nnukwu nzọụkwụ na mbụ were ọtụtụ obere. Nsonaazụ bụ onyonyo dị nkọ n'ihe dịka 1 ruo 4 nzọụkwụ. Usoro mmekọ, LCM-LoRA, na-achịkọta ngwangwa a dị ka obere nkwụnye nkwụnye nwere ike ịdaba na ụdị Stable Diffusion dị mma nke dị adị na-azụghachighị netwọk ahụ dum.
Nghọta nka nka
Ụdị na-agbanwe agbanwe na-amanye ihe onwunwe 'njide n'onwe': isi ihe abụọ ọ bụla dị n'otu ụzọ na-adịghị mma (ihe omume ODE nke puru omume) ga-ederịrị n'otu onyinyo ikpeazụ ahụ dị ọcha. A na-ewepụ nwa akwụkwọ ahụ site na ihe nlereanya mgbasa ozi nke onye nkuzi iji meju nke a, na-amụta ịkọ njedebe njedebe kpọmkwem. Ịrụ ọrụ n'ime oghere nzuzo abịakọrọ karịa pikselụ na-eme distillation ọnụ ala. N'ihi na otu nlebanya nwere ike mali n'ofe trajectory ahụ, nleba anya dị arọ na-adaba n'ime obere nzọụkwụ.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Visual AI nwere ike megharịa nyocha, nchọpụta na mkpado ọrụ n'ọtụtụ.
Mee nhọrọ
Otu ndị na-emepụta ihe nwere ike imepụta echiche ngwa ngwa site na ngbanwe akwụkwọ ntuziaka ole na ole.
Team na usoro ọrụ
Ọrụ nwere ike iji onyonyo na akara vidiyo siri ike ịhazi.
Ọdịnihu nke Model Consistency Model
Ọgbọ nzọụkwụ ole na ole bụ isi ugbu a, yana ndị ga-anọchi ya dị ka SDXL-Turbo, ndozi LCM, yana ụzọ mgbagha na-akwalite ịdịmma n'otu ụzọ ruo abụọ. Na-atụ anya na nke a ga-eme ka ọ dị ndụ, na-edezi ihe onyonyo ịhịa aka n'ahụ, ọgbọ vidiyo nke adịla adị, yana ọgbọ ngwaọrụ na ekwentị. Akụkụ ahụ na-emechi obere ọdịiche dị mma na mgbasa ozi ọtụtụ nzọụkwụ na ịgbatị nkwụsi ike na vidiyo na 3D, ebe ego a na-echekwa site na igbutu nzọụkwụ dị egwu karị.
Mmejuputa n'ezie n'ụwa
Ngwa akwa akwa oge na-emelite onyonyo emepụtara ka ị na-apịpị ma ọ bụ na-esepụta ya, na-enweghi efu efu.
Ọgbọ onyonyo Stable Diffusion na-agba ọsọ na laptọọpụ ma ọ bụ GPU ekwentị n'ime ntakịrị ntakịrị nke sekọnd
Ịtụba ihe nkwụnye LCM-LoRA n'elu ụdị edoziri nke ọma iji mee ka ọ dị ngwa ngwa na-enweghị ọzụzụ.
Ịmepụta nnukwu ihe onyonyo dị ọnụ ala maka nyocha imewe site na ịbelata usoro site na ~30 gbadaa ~4
Ihe ize ndụ & okporo ụzọ nche
Ikike onyonyo na nkwenye nwere ike bụrụ ihe egwu dị n'iwu ma ọ bụrụ na edoghị anya.
Ọrụ nlereanya nwere ike ịdịgasị iche n'ofe ọkụ, igwe mmadụ, na gburugburu.
Enwere ike ghara ịhụ ihe dị mma ma ọ bụrụ na enyochaghị oke ntụkwasị obi.
Map mmejuputa
Kọwaa ụkpụrụ nnabata maka nkenke, icheta, na ụgwọ njehie.
Nwalee na data dabara na ọnọdụ mmepụta n'ezie.
Tinye nyocha mmadụ maka obere obi ike ma ọ bụ amụma mmetụta dị elu.
Sochie ihe nlere anya wee megharịa ka emechara mgbanwe igwefoto ma ọ bụ dataset.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Ụdị mgbasa ozi nzuzo
Ajụjụ a na-ajụkarị
What is Latent Consistency Models?
Models Consistency Models (LCMs) bụ usoro na-ahapụ ndị na-emepụta ihe onyonyo na-emepụta foto dị elu n'ime otu nzọụkwụ ruo anọ kama ị na-emebu ọtụtụ iri. Ha na-eme ka ọgbọ onyonyo dị nso na-adị adị, ọbụlagodi na ngwaike dị obere.
Kedu uru bụ isi nke Models Consistency Model karịa mgbasa ozi latent ọkọlọtọ?
Ndị LCM na-adaba ọtụtụ usoro nkwusa nke mgbasa ozi ọkọlọtọ n'ime ihe dị ka otu ruo anọ, na-eme ka ọgbọ dị nso na-adị.
Kedu ihe 'njikwa onwe' nke ụdị ngbanwe na-amanye?
Nkwekọrịta pụtara isi n'akụkụ otu ihe puru omume-erugharị ODE trajectory niile maapụ na otu mmepụta dị ọcha ikpeazụ.
Kedu oghere ndị LCM na-eme distillation ha?
Ịrụ ọrụ n'ime oghere nzuzo, dị ka Stable Diffusion na-eme, na-eme ka distillation na-agbanwe agbanwe na-arụ ọrụ nke ọma.
Kedu ihe LCM-LoRA na-ahapụ gị ime?
LCM-LoRA na-achịkọta ngwa ngwa dị ka ihe nkwụnye dị fechaa nke na-adaba na ụdị Stable Diffusion dị mma edoziri.
Kedu ka ụdị nkwụsi ike si enweta ọgbọ ole na ole?
Netwọk ụmụ akwụkwọ na-agbagọ ka ọ buru amụma njedebe njedebe nke nhụsianya n'otu mpụ karịa ọtụtụ obere nzọụkwụ.