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4301
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+49 30 84185-479
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Projects

Projects as Member

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Image-based Analysis of in vivo Knee Dynamics

The aim of this project is the development of MRI-based methods and technologies for non-invasive in vivo assessment of mechanical loads in soft tissue structures in knee...

Image-based Analysis of in vivo Knee Dynamics
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Analysis and quantification of morphological and structural changes in cartilage

Within the PrevOP research network "Preventing the progression of primary Osteoarthritis by high impact long-term Physical exercise regimen – key mechanisms, efficacy...

Analysis and quantification of morphological and structural changes in cartilage

Publications

2024
Machine Learning-based Assessment of Multiple Anatomical Structures in Medical Image Data for Diagnosis and Prediction of Knee Osteoarthritis Doctoral thesis, Technische Universität Berlin, Stefan Zachow (Advisor), 2024 Alexander Tack BibTeX
DOI
Tack, Dr. Ing. Alexander
2021
A Deep Learning Method for Automated Detection of Meniscal Tears in Meniscal Sub-Regions in 3D MRI Data Master's thesis, Freie Universität Berlin, Tack Alexander, Zachow Stefan (Advisors), 2021 Alexey Shestakov BibTeX
Tack, Dr. Ing. Alexander
A deep multi-task learning method for detection of meniscal tears in MRI data from the Osteoarthritis Initiative database Frontiers in Bioengineering and Biotechnology, section Biomechanics, pp. 28-41, 2021 (preprint available as ZIB-Report 21-33) Alexander Tack, Alexey Shestakov, David Lüdke, Stefan Zachow PDF (ZIB-Report)
BibTeX
DOI
Tack, Dr. Ing. Alexander
Fully automated Assessment of Knee Alignment from Full-Leg X-Rays employing a "YOLOv4 And Resnet Landmark regression Algorithm" (YARLA): Data from the Osteoarthritis Initiative Computer Methods and Programs in Biomedicine, 205(106080), 2021 Alexander Tack, Bernhard Preim, Stefan Zachow PDF
BibTeX
DOI
Tack, Dr. Ing. Alexander
Towards novel osteoarthritis biomarkers: Multi-criteria evaluation of 46,996 segmented knee MRI data from the Osteoarthritis Initiative PLOS One, 16(10), 2021 Alexander Tack, Felix Ambellan, Stefan Zachow BibTeX
DOI
Tack, Dr. Ing. Alexander
Towards novel osteoarthritis biomarkers: Multi-criteria evaluation of 46,996 segmented knee MRI data from the Osteoarthritis Initiative (Supplementary Material) PLOS One, 16(10), 2021 Alexander Tack, Felix Ambellan, Stefan Zachow BibTeX
DOI
Tack, Dr. Ing. Alexander
Unsupervised Detection of Disturbances in 2D Radiographs 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), pp. 367-370, 2021 Laura Estacio, Moritz Ehlke, Alexander Tack, Eveling Castro-Gutierrez, Hans Lamecker, Rensso Mora, Stefan Zachow BibTeX
DOI
Tack, Dr. Ing. Alexander
VerSe: A Vertebrae labelling and segmentation benchmark for multi-detector CT images Medical Image Analysis, Vol.73, 2021 Anjany Sekuboyina, Malek E. Husseini, Amirhossein Bayat, Maximilian Löffler, Hans Liebl, Hongwei Li, Giles Tetteh, Jan Kukačka, Christian Payer, Darko Štern, Martin Urschler, Maodong Chen, Dalong Cheng, Nikolas Lessmann, Yujin Hu, Tianfu Wang, Dong Yang, Daguang Xu, Felix Ambellan, Tamaz Amiranashvili, Moritz Ehlke, Hans Lamecker, Sebastian Lehnert, Marilia Lirio, Nicolás Pérez de Olaguer, Heiko Ramm, Manish Sahu, Alexander Tack, Stefan Zachow, Tao Jiang, Xinjun Ma, Christoph Angerman, Xin Wang, Kevin Brown, Alexandre Kirszenberg, Élodie Puybareau, Di Chen, Yiwei Bai, Brandon H. Rapazzo, Timyoas Yeah, Amber Zhang, Shangliang Xu, Feng Hou, Zhiqiang He, Chan Zeng, Zheng Xiangshang, Xu Liming, Tucker J. Netherton, Raymond P. Mumme, Laurence E. Court, Zixun Huang, Chenhang He, Li-Wen Wang, Sai Ho Ling, Lê Duy Huynh, Nicolas Boutry, Roman Jakubicek, Jiri Chmelik, Supriti Mulay, Mohanasankar Sivaprakasam, Johannes C. Paetzold, Suprosanna Shit, Ivan Ezhov, Benedikt Wiestler, Ben Glocker, Alexander Valentinitsch, Markus Rempfler, Björn H. Menze, Jan S. Kirschke BibTeX
DOI
Tack, Dr. Ing. Alexander
2020
VerSe: A Vertebrae Labelling and Segmentation Benchmark for Multi-detector CT Images arXiv, 2020 Anjany Sekuboyina, Amirhossein Bayat, Malek E. Husseini, Maximilian Löffler, Hongwei Li, Giles Tetteh, Jan Kukačka, Christian Payer, Darko Štern, Martin Urschler, Maodong Chen, Dalong Cheng, Nikolas Lessmann, Yujin Hu, Tianfu Wang, Dong Yang, Daguang Xu, Felix Ambellan, Tamaz Amiranashvili, Moritz Ehlke, Hans Lamecker, Sebastian Lehnert, Marilia Lirio, Nicolás Pérez de Olaguer, Heiko Ramm, Manish Sahu, Alexander Tack, Stefan Zachow, Tao Jiang, Xinjun Ma, Christoph Angerman, Xin Wang, Qingyue Wei, Kevin Brown, Matthias Wolf, Alexandre Kirszenberg, Élodie Puybareau, Alexander Valentinitsch, Markus Rempfler, Björn H. Menze, Jan S. Kirschke PDF
BibTeX
arXiv
Tack, Dr. Ing. Alexander
2019
Accurate Automated Volumetry of Cartilage of the Knee using Convolutional Neural Networks: Data from the Osteoarthritis Initiative IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019), pp. 40-43, 2019 (preprint available as ZIB-Report 19-05) Alexander Tack, Stefan Zachow PDF (ZIB-Report)
BibTeX
DOI
Tack, Dr. Ing. Alexander
Automated Hip Knee Ankle Angle Determination using Convolutional Neural Networks Master's thesis, Otto-von-Guericke-Universität Magdeburg, Felix Ambellan, Alexander Tack, Stefan Zachow (Advisors), 2019 Henok Hagos Gidey PDF
BibTeX
URN
Tack, Dr. Ing. Alexander
Automated Segmentation of Knee Bone and Cartilage combining Statistical Shape Knowledge and Convolutional Neural Networks: Data from the Osteoarthritis Initiative Medical Image Analysis, 52(2), pp. 109-118, 2019 (preprint available as ZIB-Report 19-06) Felix Ambellan, Alexander Tack, Moritz Ehlke, Stefan Zachow PDF (ZIB-Report)
BibTeX
DOI
Tack, Dr. Ing. Alexander
Automated Segmentation of Knee Bone and Cartilage combining Statistical Shape Knowledge and Convolutional Neural Networks: Data from the Osteoarthritis Initiative (Supplementary Material) Medical Image Analysis, 52(2), pp. 109-118, 2019 (OAI-ZIB dataset) Felix Ambellan, Alexander Tack, Moritz Ehlke, Stefan Zachow BibTeX
DOI
Tack, Dr. Ing. Alexander
Comparison of 2D and 3D CNNs for Classification of Knee MRI Bachelor's thesis, Freie Universität Berlin, Alexander Tack, Felix Ambellan (Advisors), 2019 Mona Prendke PDF
BibTeX
URN
Tack, Dr. Ing. Alexander
2018
Automated Segmentation of Knee Bone and Cartilage combining Statistical Shape Knowledge and Convolutional Neural Networks: Data from the Osteoarthritis Initiative Medical Imaging with Deep Learning, 2018 Felix Ambellan, Alexander Tack, Moritz Ehlke, Stefan Zachow PDF
BibTeX
Tack, Dr. Ing. Alexander
Knee Menisci Segmentation using Convolutional Neural Networks: Data from the Osteoarthritis Initiative Osteoarthritis and Cartilage, 26(5), pp. 680-688, 2018 (preprint available as ZIB-Report 18-15) Alexander Tack, Anirban Mukhopadhyay, Stefan Zachow PDF (ZIB-Report)
BibTeX
DOI
Tack, Dr. Ing. Alexander
Knee Menisci Segmentation using Convolutional Neural Networks: Data from the Osteoarthritis Initiative (Supplementary Material) 2018 Alexander Tack, Anirban Mukhopadhyay, Stefan Zachow BibTeX
DOI
Tack, Dr. Ing. Alexander
2017
Automatic Classification of 3D MRI data using Deep Convolutional Neural Networks Master's thesis, Otto-von-Guericke-Universität Magdeburg, Stefan Zachow, Alexander Tack (Advisors), 2017 Gutha Vaishnavi Reddy BibTeX
Tack, Dr. Ing. Alexander
Evaluating two methods for Geometry Reconstruction from Sparse Surgical Navigation Data Proceedings of the Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie (CURAC), pp. 24-30, Vol.16, 2017 (preprint available as ZIB-Report 17-71) Felix Ambellan, Alexander Tack, Dave Wilson, Carolyn Anglin, Hans Lamecker, Stefan Zachow PDF (ZIB-Report)
BibTeX
URN
Tack, Dr. Ing. Alexander
Shape-aware Surface Reconstruction from Sparse 3D Point-Clouds Medical Image Analysis, Vol.38, pp. 77-89, 2017 Florian Bernard, Luis Salamanca, Johan Thunberg, Alexander Tack, Dennis Jentsch, Hans Lamecker, Stefan Zachow, Frank Hertel, Jorge Goncalves, Peter Gemmar PDF
BibTeX
DOI
Tack, Dr. Ing. Alexander
Validation of three-dimensional models of the distal femur created from surgical navigation point cloud data for intraoperative and postoperative analysis of total knee arthroplasty International Journal of Computer Assisted Radiology and Surgery, 12(12), pp. 2097-2105, 2017 David Wilson, Carolyn Anglin, Felix Ambellan, Carl Martin Grewe, Alexander Tack, Hans Lamecker, Michael Dunbar, Stefan Zachow PDF
BibTeX
DOI
Tack, Dr. Ing. Alexander
2016
Shape-aware Surface Reconstruction from Sparse Data arXiv, p. 1602.08425v1, 2016 Florian Bernard, Luis Salamanca, Johan Thunberg, Alexander Tack, Dennis Jentsch, Hans Lamecker, Stefan Zachow, Frank Hertel, Jorge Goncalves, Peter Gemmar PDF
BibTeX
arXiv
Tack, Dr. Ing. Alexander
2015
Bewegungsfeldschätzung in artefaktbehafteten 4D-CT-Bilddaten: Vergleich von paar- und gruppenweiser Registrierung 21st Annual Meeting of the German-Society-for-Radiation-Oncology, Vol.Supplement 1, pp. 65-65, Springer: Strahlentherapie und Onkologie, 191, 2015 Alexander Tack, Yuske Kobayashi, Tobias Gauer, Alexander Schlaefer, René Werner PDF
BibTeX
DOI
Tack, Dr. Ing. Alexander
Groupwise Registration for Robust Motion Field Estimation in Artifact-Affected 4D CT Images ICART: Imaging and Computer Assistance in Radiation Therapy: A workshop held on Friday 9th October as part of MICCAI 2015 in Munich, Germany. MICCAI workshop. 2015., pp. 18-25, 2015 Alexander Tack, Yuske Kobayashi, Tobias Gauer, Alexander Schlaefer, René Werner PDF
BibTeX
Tack, Dr. Ing. Alexander
Gruppenweise Registrierung zur robusten Bewegungsfeldschätzung in artefaktbehafteten 4D-CT-Bilddaten Master's thesis, Technische Universität Hamburg-Harburg, Alexander Schlaefer, Michael Morlock, René Werner (Advisors), 2015 Alexander Tack BibTeX
Tack, Dr. Ing. Alexander