On Unsupervised Image-to-image translation and GAN stability

arXiv:2403.09646v1 Announce Type: cross
Abstract: The problem of image-to-image translation is one that is intruiging and challenging at the same time, for the impact potential it can have on a wide variety of other computer vision applications like colorization, inpainting, segmentation and others. Given the high-level of sophistication needed to extract patterns from one domain and successfully applying them to another, especially, in a completely unsupervised (unpaired) manner, this problem has gained much attention as of the last few years. …

abstract applications arxiv colorization computer computer vision cs.ai cs.cv cs.lg eess.iv extract gan image image-to-image image-to-image translation impact inpainting patterns segmentation stability translation type unsupervised vision