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srgan-keras's Introduction

Keras SRGAN

Implementation of SRGAN(Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network) with keras.

Paper: here

network

Result

SRGAN

SRGAN

SRGAN

Left image size: 64x64(I got this image from my implementation of DRAGAN-keras)

Center image size: 256x256(SRGAN result)

Right image size: 256x256 (Bicubic補間)

  • Batch size: 4
  • This is 60000epochs (It takes 23 hours to get this result with GTX 1060)

Environment

  • OS: Windows 10
  • CPU: Intel(R) Core(TM)i7-8700
  • GPU: NVIDIA GTX1060 6GB
  • RAM: 16GB

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