Generative modeling tool renders 2D sketches in 3D

https://techxplore.com/news/2023-04-generative-tool-2d-3d.html

"machine learning Pix2pix3d  applications include customized household furniture to video game content, manufacturing... input 2D, and information from label map such as segmentation or edge map... robust to user errors,"synthesizes 3D-volumetric representation rendered from multiple viewpoints to create 3D resembling photograph"

Related: Computers reconstruct 3D environments from 2D photos in a fraction of the time

https://techxplore.com/news/2025-08-reconstruct-3d-environments-2d-photos.html