Manhajar Ƙirƙirar Cikin Gida Ƙirƙiri Hotuna daga Layuka wani tsarin fasahar ƙere-ƙere ta zamani (AI) ne wanda ke samar da hotunan ƙirar cikin gida daga zane-zanen layi. Tsarin ya dogara ne akan ingantaccen samfurin diffusion, wanda aka horar da shi akan fiye da hotuna 20,000 na ƙirar cikin gida da ƙwararrun masu zane suka tattara kuma suka bayyana. Masu zane suna shigar da zanen layi da aka yi da hannu ko na dijital sannan su zaɓi salon ado, kamar na zamani, na Japan, na Turai ko na China. Ana samar da hoto cikin daƙiƙu kaɗan. Ana canza ƙirar ta hanyar gyara zanen layi, don haka ba a buƙatar ƙirƙirar samfuri da sake yin hoto da hannu.

Sunan aikin : Generate Images from Lines, Sunan masu zanen kaya : Junming Chen, Sunan abokin ciniki : Junming Chen.

Karanta sababbin tambayoyi da tattaunawa game da zane, kerawa da kirkire-kirkire tsakanin designan jaridar zane da shahararrun masu zanen duniya, masu zane da zane. Duba sababbin ayyukan zane da zane-zane mai ban shahara ta sanannun masu zanen kaya, masu zane-zane, kayan gine-gine da masu kirkirar fasaha. Gano sabbin bayanai game da kerawa, kirkire-kirkire, zane-zane, zane da kuma tsarin gine-gine. Koyi game da hanyoyin ƙira na manyan masu zanen kaya.