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Amazing Signts - Tensorflow 2.0 Implimentation of DCGAN

Training

  • first time

      python dcgan_fix_512_512.py --train --iteration 1000 --batch_size 8 --data_dir /path/to/your/images
    
  • continue last training (Assuming alreay run 1000 iterations)

      python dcgan_fix_512_512.py --train --iteration 1000 --batch_size 8 --data_dir /path/to/your/images --restore_model --pre_low_step 1000
    

Generate 8 Images

python dcgan_fix_512_512.py --batch_size 8 --result_dir /path/to/your/results

Results

result

around 8000 mountain images downloaded form Unsplash https://drive.google.com/open?id=1256PUvIb3K1e8yx5HueTry7UedJUFgmK

Demo Website

http://amazingsignts.ngrok.io

Weights

https://drive.google.com/open?id=1DppoNi9fswsGfwOQbDiYiiKjr1DnuVAX

Data

  • around 8000 mountain images downloaded form Unsplash
  • around 5000 building images downloaded form Unsplash
  • around 4000 desert images downloaded form Unsplash
  • around 3000 lake images downloaded form Unsplash
  • around 1500 waterfall images downloaded form Unsplash