denoiSplit: a method for joint image splitting and unsupervised denoising

arXiv:2403.11854v1 Announce Type: cross
Abstract: In this work we present denoiSplit, a method to tackle a new analysis task, i.e. the challenge of joint semantic image splitting and unsupervised denoising. This dual approach has important applications in fluorescence microscopy, where semantic image splitting has important applications but noise does generally hinder the downstream analysis of image content. Image splitting involves dissecting an image into its distinguishable semantic structures. We show that the current state-of-the-art method for this task struggles in …

abstract analysis applications arxiv challenge cs.cv denoising eess.iv image microscopy noise semantic type unsupervised work