SimGAN
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mjdietzx
Implementation of Apple's Learning from Simulated and Unsupervised Images through Adversarial Training
Maybe it's possible for someone to share a pre-trained model? I would be grateful, cause i tried to train it by myself, but with no luck.
In "add_to_image_history_buffer" I believe that you have to assign the result of the np.append() to the image buffer array: self.image_history_buffer = np.append(self.image_history_buffer, images[:nb_to_add], axis=0) Otherwise the value is not updated....
Hi, I've found a couple of issues related to use of this code with Keras 2.2.4 in sim-gan.py that cause errors. 1) Line 72 needs to be changed to `y...
I use this code to reconstruct facial images. But, the result aren't good enought. One doubt: I've organized my dataset in > data > synthetic > [images] > real >...
Hi everyone. I'm a green hand in GAN. Seeing the following code: `def discriminator_network(input_image_tensor): """ The discriminator network, Dφ, contains 5 convolution layers and 2 max-pooling layers. :param input_image_tensor: Input...
HI~ Grateful for your work! I run the code, setting the epoch to 6000, but the performance is seemed to be poor. The refined images has no difference with the...
When I ran the code for the first time, first iteration refiner loss (it's smaller than others because of wrong divider) was smth confusing for me https://github.com/wayaai/SimGAN/blob/f4920bd97660ae27d90eb74605d6ec3c4c7e4e55/sim-gan.py#L229
Hi, Even though the net takes almost all of the GPU memory, the "Volatile GPU util" remains at 0. Therefore, I conclude that the net doesn't really run on GPU...
Hello, Can this method be used for semantic image segmentation? I have a dataset of unlabeled real images and a dataset of labeled synthetic images? Will the big resolution of...
