Super Resolution with SRGAN: from Dogs to Everything Else

Introduction

Baseline Model: One Implementation

Summary of the Generator
Summary of the Discriminator

Training with a Different Dataset

Results

Results after the 1st epoch
10th Epoch
200th epoch

Modified Model

How does the final model generalize to other types of images?

Result on Human
Result on cat: the color tune is a little off
Night scene: the color is also a little off
Words: high resolution has darker edges
Output
Original

Future Work

References

Links:

Data Scientist; interested in Computer Vision

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