Rethinking conditional GAN training: An approach using geometrically structured latent manifolds

Sameera Ramasinghe, Moshiur Farazi, Salman Khan +2

Conditional GANs (cGAN), in their rudimentary form, suffer from critical drawbacks such as the lack of diversity in generated outputs and distortion between the latent and output m…