Blur2Blur: Blur Conversion for Unsupervised Image Deblurring on Unknown Domains

arXiv:2403.16205v1 Announce Type: new
Abstract: This paper presents an innovative framework designed to train an image deblurring algorithm tailored to a specific camera device. This algorithm works by transforming a blurry input image, which is challenging to deblur, into another blurry image that is more amenable to deblurring. The transformation process, from one blurry state to another, leverages unpaired data consisting of sharp and blurry images captured by the target camera device. Learning this blur-to-blur transformation is inherently simpler than …

arxiv conversion cs.cv domains image type unsupervised