no code implementations • 15 Nov 2022 • Eva Höck, Tim-Oliver Buchholz, Anselm Brachmann, Florian Jug, Alexander Freytag
We validate our modifications on a range of microscopy and natural image data.
1 code implementation • 6 Apr 2021 • Tim-Oliver Buchholz, Florian Jug
Additionally, we show that an encoder-decoder setup can be used to query arbitrary Fourier coefficients given a set of Fourier domain observations.
1 code implementation • 6 May 2020 • Tim-Oliver Buchholz, Mangal Prakash, Alexander Krull, Florian Jug
Here we propose DenoiSeg, a new method that can be trained end-to-end on only a few annotated ground truth segmentations.
1 code implementation • 27 Nov 2019 • Mangal Prakash, Tim-Oliver Buchholz, Manan Lalit, Pavel Tomancak, Florian Jug, Alexander Krull
Deep learning (DL) has arguably emerged as the method of choice for the detection and segmentation of biological structures in microscopy images.
6 code implementations • CVPR 2019 • Alexander Krull, Tim-Oliver Buchholz, Florian Jug
The field of image denoising is currently dominated by discriminative deep learning methods that are trained on pairs of noisy input and clean target images.
1 code implementation • 12 Oct 2018 • Tim-Oliver Buchholz, Mareike Jordan, Gaia Pigino, Florian Jug
Cryo-transmission electron microscopy (cryo-TEM) could profoundly benefit from improved denoising methods, unfortunately it is one of the latter.