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Unofficial implementation of AttentionGAN with pytorch

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AttentionGAN

Unofficial implementation of AttentionGAN with pytorch

Official implementation: https://github.com/Ha0Tang/AttentionGAN

Prerequisites

pytorch

torchvision

numpy

openCV2

matplotlib

Dataset

https://people.eecs.berkeley.edu/~taesung_park/CycleGAN/datasets/

Train

Please refer train.ipynb

Test

Please refer test.ipynb

Training details

Parameter Value
Learning rate 2e-4
Batch size 1
Epoch 100
Optimizer Adam
(beta1, beta2) (0.5, 0.999)
(gamma, lambda1, lambda2) (10, 10, 1)
Data Augmentation RandomHorizontalFlip()
HW CPU : Intel i5-8400
RAM : 16G
GPU : NVIDIA GTX1060 6G
Training Time About 20 hours for 100 epoch

Model details

Please refer the original paper (https://arxiv.org/abs/1903.12296)

Results

ex_screenshot ex_screenshot

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Unofficial implementation of AttentionGAN with pytorch

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