Enhance! Meme or reality with machine learning?

We all know the movie cliché. But has AI and machine learning made the Enhance trope a reality at last? Let's dig in and see.

#enhance #superresolution #machinelearning #photoshop

0:00 Challenging assumptions
1:25 Meet the new boss
1:46 CSI: Miami (2005)
3:11 Super Resolution (Gigapixel AI, Photoshop Super Zoom)
4:42 Google Pixel Super Res Zoom
5:43 Charlie's Angels (2000)
6:14 Reflections - Seeing Through Obstructions
7:06 Upscaling faces with PULSE
8:43 Bias in Training Data
9:38 Colorization (Deoldify)
10:35 Enemy of the State (1999)
11:39 PIFuHD - 3D models from 2d photos
12:45 Hard Limits
14:30 Predictions

---

Let's Enhance supercut
https://youtu.be/LhF_56SxrGk

Two Minute Papers
https://youtube.com/c/K%C3%A1rolyZsolnai/videos

CSI Theme (Won't Get Fooled Again by the Who) reimagined by Jukebox AI:
https://openai.com/blog/jukebox/
https://colab.research.google.com/github/openai/jukebox/blob/master/jukebox/Interacting_with_Jukebox.ipynb

Topaz Labs Gigapixel AI:
https://topazlabs.com/gigapixel-ai/

Adobe Photoshop's Neural Filters:
https://helpx.adobe.com/photoshop/using/neural-filters.html

Handheld Multi-frame Super-resolution (Super Rez Zoom, Google) SIGGRAPH 2019
https://sites.google.com/view/handheld-super-res/
https://ai.googleblog.com/2018/10/see-better-and-further-with-super-res.html

Learning to see through obstructions
https://alex04072000.github.io/ObstructionRemoval/
https://github.com/alex04072000/ObstructionRemoval

PULSE: self-supervised photo upsampling via latent space exploration of generative models
https://github.com/krantirk/Self-Supervised-photo

https://www.theverge.com/21298762/face-depixelizer-ai-machine-learning-tool-pulse-stylegan-obama-bias

---
Underlying bias in training data

https://towardsdatascience.com/sources-of-unintended-bias-in-training-data-be5b7f3347d0

https://www.technologyreview.com/2020/12/04/1013294/google-ai-ethics-research-paper-forced-out-timnit-gebru/

---

Deoldify
https://github.com/jantic/DeOldify

PIFuHD
https://shunsukesaito.github.io/PIFuHD/

John McClane model - Greggo's Customs and Paint Work
http://greggocustoms.blogspot.com/2012/03/full-custom-john-mcclane-from-die-hard.html

---

All our hopes are pegged on you, 2021. No pressure!
All background music by Harris Heller - streambeats
https://www.youtube.com/channel/UCQ6hCusHlsIDXqoTbbTHSUQ

Видео Enhance! Meme or reality with machine learning? канала Linus Boman