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GAN implemented with KAN convolution

We implemented a GAN with KAN convolution,the generator in the GAN uses transposed convolution and the discriminator in the GAN uses KAN convolution. We have implemented this GAN with KAN convolution and compared it with the GAN implemented with conventional convolution.

Visualization

The number of iterations increases from left to right.

GAN with Conv

GAN_Conv_img/img_0.png GAN_Conv_img/img_2000.png GAN_Conv_img/img_6000.png

GAN with KAN convolution

GAN_KANConv_img/img_0.png GAN_KANConv_img/img_2000.png GAN_KANConv_img/img_6000.pn