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Week 2 Meeting Notes

Richard Luo edited this page Feb 23, 2021 · 3 revisions

This stuff just goes over what we discussed in the second week of meetings for sketch2drawing.

Notes From Last Meeting

Steps

  • Get Data
  • Augment/Modify Data
  • Edge Detection On Data to Generate Sketch (??)
  • Train GAN
  • Do some cross validation and tune hyperparameters
  • Test GAN

Possible

  • Landscape
  • Food
  • Cartoon (difficult to do edge detection on, possibly find sketch version)

Kaggle Datasets

https://www.kaggle.com/arnaud58/landscape-pictures

http://natural-scenes.cps.utexas.edu/db.shtml

https://www.kaggle.com/kmader/food41

https://www.kaggle.com/ktaebum/anime-sketch-colorization-pair

Possible Architectures

  • CycleGAN
  • StarGAN
  • U-nets
  • Conditional GANs
  • DCGANs

Steps

  • Tune thresholds for Canny
  • Data Collection
  • Pre-processing
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