- 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](../../../../img/super-res.png) - Is actually contractive/up sampling ![superres-results](../../../../img/superres-results.png)