Liked on YouTube: How Super Resolution Works

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://ift.tt/myQU3Yj DIV2K dataset: DIVerse 2K resolution high quality images https://ift.tt/qbnHuwD Mean Squared Error: Love It or Leave It? https://ift.tt/w6U5Jku Al Bovik Gives Primetime Emmy Award Acceptance Speech https://youtu.be/e5-LCFGdgMA Image quality assessment: from error visibility to structural similarity (SSIM Paper) https://ift.tt/DjKgRPT Loss Functions for Image Restoration with Neural Networks https://ift.tt/kxABNPH Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network (SRGAN Paper) https://ift.tt/5KeGXUo ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks https://ift.tt/7ZEkiMg ESRGAN GitHub Repository https://ift.tt/wOZB8bv AI Neural Networks being used to generate HQ textures for older games https://ift.tt/8U1wmgn Deep Network Interpolation for Continuous Imagery Effect Transition https://ift.tt/ZJD5dBc Zoom to Learn, Learn to Zoom https://ift.tt/Tc24ZrV See Better and Further with Super Res Zoom on the Pixel 3 https://ift.tt/qEY4BhZ Google Pixel Super Res Zoom https://youtu.be/z-ZJqd4eQrc Handheld Multi-Frame Super-Resolution https://ift.tt/98b6QdU Pixel Recursive Super Resolution https://ift.tt/BZspmfi Deep Learning Crash Course References Generative Adversarial Networks https://youtu.be/7tFBoxex4JE Optimization Tricks: momentum, batch-norm, and more https://youtu.be/kK8-jCCR4is
via YouTube https://www.youtube.com/watch?v=KULkSwLk62I