If you have ever tried to run a desktop-grade super-resolution model on an embedded board, you know the pain: fans spin, latency spikes, and the battery wilts. Our lightweight device-side video super-resolution effort set out to change that. We distilled a model with fewer than 100K parameters that can upscale SD, HD, or full HD footage to 4K in real…