Praveen Tak
04 — LabAI / ML experiments and research.SYS_2026

Painting Generation with CycleGAN

Unpaired image-to-image translation that turns real photographs into landscape paintings.

  • CycleGAN-based image-to-image translation trained on 10,000+ artwork and painting images with TensorFlow and PyTorch.
  • Reduced Fréchet Inception Distance from 58.4 to 49.6 (~15%) through preprocessing, normalisation and hyperparameter tuning.
  • Evaluated with FID and visual assessment for texture transfer and style preservation.
ESC