Portfolio Project
Sheet Music Watermark Removal & Upscale
UNet & VDSR Pipeline
Context
I wanted the ability to participate in playing music as my church but did not have any sheet music.
Approach
- Trained a UNet model on more 20,000 paired pages for watermark removal.
- Upscaled 612×792 scans to 1700×2200 with Very Deep Super-Resolution (VDSR).
- Wrapped functionality in a GUI for a simple pipeline.
Impact
- Delivers cleaned and legible sheet music in <10 seconds.
