- Auto-encoders - Get same image back - Up-sample blurry small image classically - Bi-cubic - Encode-decode to deep sharpen - No ground truth - Unsupervised? - Decoder stage - Identical architecture to encoder ![[super-res.png]] - Is actually contractive/up sampling ![[superres-results.png]]