How Super Resolution Works

Is it really possible to zoom and enhance images like in the CSI movies? Let's find out how image super-resolution works in the real world. References Image Super-Resolution Using Deep Convolutional Networks (SRCNN Paper) https://arxiv.org/pdf/1501.00092.pdf DIV2K dataset: DIVerse 2K resolution high quality images https://data.vision.ee.ethz.ch/cvl/DI... Mean Squared Error: Love It or Leave It? https://ece.uwaterloo.ca/~z70wang/pub... Al Bovik Gives Primetime Emmy Award Acceptance Speech    • Al Bovik Gives Primetime Emmy Award Accept...   Image quality assessment: from error visibility to structural similarity (SSIM Paper) https://ece.uwaterloo.ca/~z70wang/pub... Loss Functions for Image Restoration with Neural Networks https://arxiv.org/pdf/1511.08861.pdf Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network (SRGAN Paper) https://arxiv.org/pdf/1609.04802.pdf ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks https://arxiv.org/pdf/1809.00219.pdf ESRGAN GitHub Repository https://github.com/xinntao/ESRGAN AI Neural Networks being used to generate HQ textures for older games https://www.resetera.com/threads/ai-n... Deep Network Interpolation for Continuous Imagery Effect Transition http://openaccess.thecvf.com/content_... Zoom to Learn, Learn to Zoom http://vladlen.info/papers/zoom.pdf See Better and Further with Super Res Zoom on the Pixel 3 https://ai.googleblog.com/2018/10/see... Google Pixel Super Res Zoom    • Super Res Zoom   Handheld Multi-Frame Super-Resolution https://arxiv.org/pdf/1905.03277.pdf Pixel Recursive Super Resolution https://arxiv.org/pdf/1702.00783.pdf Deep Learning Crash Course References Generative Adversarial Networks    • Generative Adversarial Networks   Optimization Tricks: momentum, batch-norm, and more    • Optimization Tricks: momentum, batch-norm,...