Further publications can be found here: https://www.helmholtz.ai/themenmenue/our-research/research-groups/dickscheid-group/index.html

Selected Publications

• Schiffer C, Spitzer H, Kiwitz K, Unger N, Wagstyl K, Evans AC, et al. Convolutional neural networks for cytoarchitectonic brain mapping at large scale. Neuroimage. 2021; 240(118327):118327. DOI: 10.1016/j.neuroimage.2021.118327
• Schiffer C, Harmeling S, Amunts K, Dickscheid T. 2D histology meets 3D topology: Cytoarchitectonic brain mapping with graph neural networks. In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2021.2021. p. 395–404. DOI: 10.1007/978-3-030-87237-3_38
• Upschulte E, Harmeling S, Amunts K, Dickscheid T. Contour Proposal Networks for Biomedical Instance Segmentation. Medical Image Analysis. 2022; 102371. https://doi.org/10.1016/j.media.2022.102371
• Kiwitz K, Schiffer C, Spitzer H, Dickscheid T, Amunts K. Deep learning networks reflect cytoarchitectonic features used in brain mapping. Sci Rep. 2020;10(1):22039. DOI: 10.1038/s41598-020-78638-y
• Dickscheid T, Haas S, Bludau S, Glock P, Huysegoms M, Amunts K. Towards 3D Reconstruction of Neuronal Cell Distributions from Histological Human Brain Sections. Advances in Parallel Computing. 2019;34 (Future Trends of HPC in a Disruptive Scenario):223–239. DOI: 10.3233/APC190016
• Spitzer H, Kiwitz K, Amunts K, Harmeling S, Dickscheid T. Improving Cytoarchitectonic Segmentation of Human Brain Areas with Self-supervised Siamese Networks. Medical Image Computing and Computer Assisted Intervention – MICCAI 2018. Springer International Publishing; 2018:663–671.
• Dickscheid T, Förstner W. A Trainable Markov Random Field for Low-Level Image Feature Matching with Spatial Relationships. Photogrammetrie - Fernerkundung - Geoinformation. 2013;2013(4):269–283. DOI: 10.1127/1432-8364/2013/0176
• Amunts K, Lepage C, Borgeat L, et al. BigBrain: An Ultrahigh-Resolution 3D Human Brain Model. Science. 2013;340(6139):1472-1475. DOI: 10.1126/science.1235381
• Dickscheid T, Schindler F, Förstner W. Coding Images with Local Features. International Journal of Computer Vision. 2011;94(2):154–174. DOI: 10.1007/s11263-010-0340-z