Training Variation in Physics-Informed Deep Learning Models
Researchers found physics‑informed loss functions cause varied convergence speed and error training a Pix2Pix network to predict stress fields in high‑contrast composites. Preprint posted 3 Oct 2025. getnews.me/training-variation-in-ph... #physics #pix2pix
Sketch to Color / #AR Lens to colorise drawings
https://www.cunicode.com/works/sketch-to-color
made with #Pix2Pix #ML and @SnapLensStudio for a Creators Residency @Snapchat
#pix2pix never ceases to amuse me:
A.I. kittens!
affinelayer.com/pixsrv/
Deep Textures
Using Machine Learning to create unexpected materials with textures and normal data.
https://www.cunicode.com/works/deep-textures
A [remote] residency at @runwayml
ML Tools: #StyleGAN #Pix2Pix
Datasets: DTD @Oxford_VGG + @CC0Textures
3D WebGL: @babylonjs
Cheshire grin. #pix2pix #OnlyMostlyTerrifying