Ntchito Yoyambirira: Chosinthira Zolemba Zamkati mwa Nyumba Mawu a M'buku: Generate Images from Lines ndi njira ya luso lochita kupanga (artificial intelligence) yomwe imapanga zithunzi zazolemba zamkati mwa nyumba kuchokera ku zojambula za mizere. Njirayi imamangidwa pa ndondomeko yosinthidwa ya diffusion model, yophunzitsidwa pogwiritsa ntchito zithunzi zoposa 20,000 za zolemba zamkati mwa nyumba, zomwe zinasonkhanitsidwa ndikulembedwa ndi akatswiri opanga mapangidwe. Opanga mapangidwewo amalowetsa chojambula cha mizere chojambulidwa pamanja kapena cha digito, kenako nkusankha kalembedwe ka chikondwerero, monga chamakono, cha Japan, cha ku Ulaya, kapena cha China. Chithunzi chomaliza chimapangidwa m'masekondi ochepa. Kusintha kwa mapangidwe kumachitika mwa kusintha chojambula cha mizere, choncho sipafunika kupanga mapangidwe atsopano pamanja kapena kubwereza njira ya kupanga zithunzizo.

Dzina la polojekiti : Generate Images from Lines, Dzina laopanga : Junming Chen, Dzina la kasitomala : Junming Chen.

Nthawi zina mumafunikira gulu lalikulu kwambiri laopanga aluso kuti mupange mapulani abwino kwambiri. Tsiku ndi tsiku, timakhala ndi gulu lopambana lopeza mphoto. Pezani ndikuwona zomangamanga zoyambirira ndi zomanga, mamangidwe abwino, mafashoni, kapangidwe kazithunzi ndi kapangidwe ka malingaliro kuchokera ku magulu opanga padziko lonse lapansi. Idzozedwe ndi ntchito zoyambirira za akatswiri apamwamba.