From raw drawing to 4K — with a self-learning pipeline
2025
Problem
Professional-quality image upscaling typically requires expensive tools or manual post-processing. The real challenge is getting consistent, high-quality results across varied inputs without starting from scratch each time.
Solution
A pipeline built on a fast AI inference model with a self-learning system layered on top — each iteration improves the output quality, reducing the gap between raw input and final render.
Outcome
A working upscaling pipeline capable of rapid iteration. The self-learning layer means output quality compounds over time.
Tech Stack