RealESRGAN (Upscaling)

Our deep learning models are trained on a low dimensional latent space, and subsequently upscaled using advanced deep learning algorithms such as RealESRGAN in order to create new, high resolution artwork. We have done extensive experimentation across our pipeline, ranging from GPU memory optimization, examining details lost in downscaling, etc. in order to ensure that all the important details are maintained when creating art at scale.