Mapping New Realities: Ground Truth Image Creation with Pix2Pix Image-to-Image Translation

arXiv:2404.19265v1 Announce Type: new
Abstract: Generative Adversarial Networks (GANs) have significantly advanced image processing, with Pix2Pix being a notable framework for image-to-image translation. This paper explores a novel application of Pix2Pix to transform abstract map images into realistic ground truth images, addressing the scarcity of such images crucial for domains like urban planning and autonomous vehicle training. We detail the Pix2Pix model's utilization for generating high-fidelity datasets, supported by a dataset of paired map and aerial images, and enhanced by …

abstract advanced adversarial application arxiv cs.cv eess.iv framework gans generative generative adversarial networks image image processing images image-to-image image-to-image translation map mapping networks novel paper pix2pix processing translation truth type