Selected Publications
Journal Article
Contour proposal networks for biomedical instance segmentation
Medical image analysis 77, 102371 - (2022) [10.1016/j.media.2022.102371]
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Contribution to a conference proceedings/Contribution to a book
Contrastive Representation Learning For Whole Brain Cytoarchitectonic Mapping In Histological Human Brain Sections
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI) : [Proceedings] - IEEE, 2021. - ISBN 978-1-6654-1246-9 - doi:10.1109/ISBI48211.2021.9433986
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), NiceNice, France, 13 Apr 2021 - 16 Apr 2021
IEEE 603-606 (2021) [10.1109/ISBI48211.2021.9433986]
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Preprint/Book
2D Histology Meets 3D Topology: Cytoarchitectonic Brain Mapping with Graph Neural Networks
Cham : Springer International Publishing, Lecture Notes in Computer Science 12908, (2021) [10.1007/978-3-030-87237-3_38]
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Journal Article
Convolutional neural networks for cytoarchitectonic brain mapping at large scale
NeuroImage 240, 118327 - (2021) [10.1016/j.neuroimage.2021.118327]
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Contribution to a conference proceedings/Contribution to a book
Learning to predict cutting angles from histological humanbrain sections
MIDL 2021
Medical Imaging with Deep Learning, LübeckLübeck, Germany, 7 Jul 2021 - 9 Jul 2021
3 pp. (2021)
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Journal Article
Deep learning networks reflect cytoarchitectonic features used in brain mapping
Scientific Report 10, 22039 (2020) [10.1038/s41598-020-78638-y]
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Poster (Other)
Aligning Images of Large Human Brain Sections on a Cellular Level using Bisected Cells
2019 Annual Meeting of the Organization of Human Brain Mapping (OHBM), RomeRome, Italy, 9 Jun 2019 - 13 Jun 2019
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Contribution to a conference proceedings/Contribution to a book
Towards 3D reconstruction of neuronal cell distributions from histological human brain sections
HPCC proceedings
Braincomp 2019, CetraroCetraro, Italy, 15 Jul 2019 - 19 Jul 2019
IOS press 1-17 (2019)
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Contribution to a conference proceedings/Contribution to a book
Improving Cytoarchitectonic Segmentation of Human Brain Areas with Self-supervised Siamese Networks
MICCAI 2018
21st Conference on Medical Image Computing & Computer Assisted Intervention, GranadaGranada, Spain, 16 Sep 2018 - 20 Sep 2018
Elsevier 1-9 (2018)
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Abstract
Compact feature representations for human brain cytoarchitecture using self-supervised learning
International Conference on Medical Imaging with Deep Learning (MIDL), AmsterdamAmsterdam, Netherlands, 4 Jul 2018 - 6 Jul 2018
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Contribution to a conference proceedings
Parcellation of visual cortex on high-resolution histological brain sections using convolutional neural networks
2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017), MelbourneMelbourne, Australia, 18 Apr 2017 - 21 Apr 2017
IEEE 920-923 (2017) [10.1109/ISBI.2017.7950666]
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Journal Article
BigBrain: An Ultrahigh-Resolution 3D Human Brain Model
Science 340(6139), 1472 - 1475 (2013) [10.1126/science.1235381]
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