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How to enhance image resolution with GANs? | PyImageSearch | Live Tutorial #superresolution

PyImageSearch
19K subscribers
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11K views Streamed 2 years ago
Have you ever needed a high-resolution image? References from today's live learning: https://pyimagesearch.com/2022/06/06/... https://pyimagesearch.com/2022/06/13/... If you need a GANs refresher we suggest you start here: https://pyimagesearch.com/2021/09/13/... Have you wished you could upscale a lower-res version of your image for a project or print media? You go to a web application to upload your image, upscale it to 8X, and the image is super blurry. Why not build your own image upscaler? This Live Tutorial is a complete code walkthrough of SRGAN and ESRGAN tutorials. Get our most popular products for a 25% off right here: University: https://pyimg.co/2ws85 All Products: https://pyimg.co/8xin5 ...more
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How Is It Able To Generate the Fake Data every Time from Random Noise

8:57

Mode Collapse

11:40

Crux of Gan

18:26

Super Resolution

29:49

What Is Super Resolution

31:48

Can We Improve Resolution of Satellite Images

35:51

Whether Generated Images Will Be Recognized in a Court as Evidence

48:39

Why Do We Need Tf Records

56:21

Shard Size

57:54

Why the Small Sizes

1:00:15

Get Center Crop

1:05:58

Random Flip

1:06:25

Random Rotate

1:09:15

Lead Chain Example

1:09:56

Test Example

1:10:58

Load Data Set

1:11:43

The Gan Architecture

1:13:03

Initialize a Gradient Tape

1:23:33

What Does Enhanced Super Resolution Gans Do

1:32:20

Discriminator

1:41:13

Load the Data

1:47:11

Esr Gan Inference

1:48:34

Recap

1:48:56
How to enhance image resolution with GANs? | PyImageSearch | Live Tutorial #superresolution
Have you ever needed a high-resolution image? References from today's live learning: https://pyimagesearch.com/2022/06/06/... https://pyimagesearch.com/2022/06/13/... If you need a GANs refresher we suggest you start here: https://pyimagesearch.com/2021/09/13/... Have you wished you could upscale a lower-res version of your image for a project or print media? You go to a web application to upload your image, upscale it to 8X, and the image is super blurry. Why not build your own image upscaler? This Live Tutorial is a complete code walkthrough of SRGAN and ESRGAN tutorials. Get our most popular products for a 25% off right here: University: https://pyimg.co/2ws85 All Products: https://pyimg.co/8xin5

Follow along using the transcript.

PyImageSearch

19K subscribers