Florian Jug

Orcid: 0000-0002-8499-5812

According to our database1, Florian Jug authored at least 45 papers between 2005 and 2024.

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Bibliography

2024
The Emerging Issues in Bioimaging AI Publications and Research (Dagstuhl Seminar 24042).
Dagstuhl Reports, 2024

MicroSSIM: Improved Structural Similarity for Comparing Microscopy Data.
CoRR, 2024

denoiSplit: a method for joint image splitting and unsupervised denoising.
CoRR, 2024

denoiSplit: A Method for Joint Microscopy Image Splitting and Unsupervised Denoising.
Proceedings of the Computer Vision - ECCV 2024, 2024

2023
Better research software tools to elevate the rate of scientific discovery or why we need to invest in research software engineering.
Frontiers Bioinform., May, 2023

DeepContrast: Deep Tissue Contrast Enhancement using Synthetic Data Degradations and OOD Model Predictions.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

μSplit: image decomposition for fluorescence microscopy.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

2022
EmbedSeg: Embedding-based Instance Segmentation for Biomedical Microscopy Data.
Medical Image Anal., 2022

Editorial: Methods and Tools for Bioimage Analysis.
Frontiers Comput. Sci., 2022

LABKIT: Labeling and Segmentation Toolkit for Big Image Data.
Frontiers Comput. Sci., 2022

μSplit: efficient image decomposition for microscopy data.
CoRR, 2022

Interpretable Unsupervised Diversity Denoising and Artefact Removal.
Proceedings of the Tenth International Conference on Learning Representations, 2022

N2V2 - Fixing Noise2Void Checkerboard Artifacts with Modified Sampling Strategies and a Tweaked Network Architecture.
Proceedings of the Computer Vision - ECCV 2022 Workshops, 2022

Fourier Image Transformer.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

2021
Removing Pixel Noises and Spatial Artifacts with Generative Diversity Denoising Methods.
CoRR, 2021

Embedding-based Instance Segmentation of Microscopy Images.
CoRR, 2021

Embedding-based Instance Segmentation in Microscopy.
Proceedings of the Medical Imaging with Deep Learning, 7-9 July 2021, Lübeck, Germany., 2021

Fully Unsupervised Diversity Denoising with Convolutional Variational Autoencoders.
Proceedings of the 9th International Conference on Learning Representations, 2021

2020
Probabilistic Noise2Void: Unsupervised Content-Aware Denoising.
Frontiers Comput. Sci., 2020

DivNoising: Diversity Denoising with Fully Convolutional Variational Autoencoders.
CoRR, 2020

DenoiSeg: Joint Denoising and Segmentation.
CoRR, 2020

Fully Unsupervised Probabilistic Noise2Void.
Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

Leveraging Self-supervised Denoising for Image Segmentation.
Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

Registration of Multi-modal Volumetric Images by Establishing Cell Correspondence.
Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020

Improving Blind Spot Denoising for Microscopy.
Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020

DenoiSeg: Joint Denoising and Segmentation.
Proceedings of the Computer Vision - ECCV 2020 Workshops, 2020

A Primal-Dual Solver for Large-Scale Tracking-by-Assignment.
Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019
Probabilistic Noise2Void: Unsupervised Content-Aware Denoising.
CoRR, 2019

Cell segmentation methods for label-free contrast microscopy: review and comprehensive comparison.
BMC Bioinform., 2019

Cryo-CARE: Content-Aware Image Restoration for Cryo-Transmission Electron Microscopy Data.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

Noise2Void - Learning Denoising From Single Noisy Images.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018
Automatic Fusion of Segmentation and Tracking Labels.
Proceedings of the Computer Vision - ECCV 2018 Workshops, 2018

2017
Isotropic Reconstruction of 3D Fluorescence Microscopy Images Using Convolutional Neural Networks.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

Crowd sourcing image segmentation with iaSTAPLE.
Proceedings of the 14th IEEE International Symposium on Biomedical Imaging, 2017

Efficient Algorithms for Moral Lineage Tracing.
Proceedings of the IEEE International Conference on Computer Vision, 2017

2016
Seamless HPC Integration of Data-Intensive KNIME Workflows via UNICORE.
Proceedings of the Euro-Par 2016: Parallel Processing Workshops, 2016

Moral Lineage Tracing.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

2014
Active Graph Matching for Automatic Joint Segmentation and Annotation of C. elegans.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Optimal Joint Segmentation and Tracking of Escherichia Coli in the Mother Machine.
Proceedings of the Bayesian and grAphical Models for Biomedical Imaging, 2014

2012
On Competition and Learning in Cortical Structures.
PhD thesis, 2012

Recurrent competitive networks can learn locally excitatory topologies.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

2011
Interacting maps for fast visual interpretation.
Proceedings of the 2011 International Joint Conference on Neural Networks, 2011

Neuronal Projections Can Be Sharpened by a Biologically Plausible Learning Mechanism.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2011, 2011

2010
Unsupervised Learning of Relations.
Proceedings of the Artificial Neural Networks - ICANN 2010, 2010

2005
Automated Quality Assurance for UML Models.
Proceedings of the 35. Jahrestagung der Gesellschaft für Informatik, 2005


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