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Probabilistic U-Net

now, in production....

discription

Implementation of probabilistic U-Net model using tensorflow. If any bug, please send me e-mail.

literature

probabilistic U-Net

dependency

I confirmed operation only with..
1)python 3.6.3
2)tensorflow 1.7.0
3)numpy 1.14.2
4)Pillow 4.3.0

TODO

metrics and etc....

email

t.ohmasa@w-farmer.com

result image

after 100 epochs, I have predicted CityScape test datasets.
resultimage_181019mod04_p20_val__150
1st row: original image(cityScape datasets test images).
2nd row: labels.
3rd row: prediction.

and, predict 1 test image changing latent z.

resultimage_181019mod04_p20_diff_z__150

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demo program for probabilistic UNet model

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