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Dokumententyp
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Anzahl der Publikationen: 12
Zeitschriftenartikel
Gaus, Richard; Pölsterl, Sebastian 
ORCID: https://orcid.org/0000-0002-1607-7550; Greimel, Ellen; Schulte‐Körne, Gerd und Wachinger, Christian
(2023):
Can we diagnose mental disorders in children? A large‐scale assessment of machine learning on structural neuroimaging of 6916 children in the adolescent brain cognitive development study.
In: JCPP Advances, Bd. 3, Nr. 4
[PDF, 913kB]
ORCID: https://orcid.org/0000-0002-1607-7550; Greimel, Ellen; Schulte‐Körne, Gerd und Wachinger, Christian
(2023):
Can we diagnose mental disorders in children? A large‐scale assessment of machine learning on structural neuroimaging of 6916 children in the adolescent brain cognitive development study.
In: JCPP Advances, Bd. 3, Nr. 4
[PDF, 913kB]
Sarasua, Ignacio; Pölsterl, Sebastian und Wachinger, Christian
(21. Mai 2022):
Hippocampal representations for deep learning on Alzheimer’s disease.
In: Scientific Reports, Bd. 12
[PDF, 3MB]
Pölsterl, Sebastian ORCID: https://orcid.org/0000-0002-1607-7550 und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2022):
Identification of causal effects of neuroanatomy on cognitive decline requires modeling unobserved confounders.
In: Alzheimer's & Dementia
[PDF, 2MB]
ORCID: https://orcid.org/0000-0002-1607-7550 und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2022):
Identification of causal effects of neuroanatomy on cognitive decline requires modeling unobserved confounders.
In: Alzheimer's & Dementia
[PDF, 2MB]
Wachinger, Christian; Rieckmann, Anna und Pölsterl, Sebastian
(2021):
Detect and correct bias in multi-site neuroimaging datasets.
In: Medical Image Analysis, Bd. 67, 101879
Sarasua, Ignacio; Pölsterl, Sebastian und Wachinger, Christian
(2020):
Recalibration of Neural Networks for Point Cloud Analysis.
In: 2020 International Conference on 3D Vision (3Dv 2020): S. 443-451
Buchbeitrag
Pölsterl, Sebastian und Wachinger, Christian
(2021):
Adversarial Learned Molecular Graph Inference and Generation.
In: Hutter, Frank; Kersting, Kristian; Lijffijt, Jefrey und Valera, Isabel (Hrsg.):
Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part II. Lecture Notes in Computer Science (LNCS), Bd. 12458. Cham: Springer. S. 173-189
Pölsterl, Sebastian ORCID: https://orcid.org/0000-0002-1607-7550; Aigner, Christina und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2021):
Scalable, Axiomatic Explanations of Deep Alzheimer’s Diagnosis from Heterogeneous Data.
In: Bruijne, Maleen de; Cattin, Philippe C.; Cotin, Stéphane; Padoy, Nicolas; Speidel, Stefanie; Zheng, Yefeng und Essert, Carolin (Hrsg.):
Medical Image Computing and Computer Assisted Intervention – MICCAI 2021. 24th International Conference, Strasbourg, France, September 27–October 1, 2021, Proceedings, Part III. Lecture Notes in Computer Science (LNIP), Bd. 12903. Cham: Springer. S. 434-444
ORCID: https://orcid.org/0000-0002-1607-7550; Aigner, Christina und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2021):
Scalable, Axiomatic Explanations of Deep Alzheimer’s Diagnosis from Heterogeneous Data.
In: Bruijne, Maleen de; Cattin, Philippe C.; Cotin, Stéphane; Padoy, Nicolas; Speidel, Stefanie; Zheng, Yefeng und Essert, Carolin (Hrsg.):
Medical Image Computing and Computer Assisted Intervention – MICCAI 2021. 24th International Conference, Strasbourg, France, September 27–October 1, 2021, Proceedings, Part III. Lecture Notes in Computer Science (LNIP), Bd. 12903. Cham: Springer. S. 434-444
Pölsterl, Sebastian ORCID: https://orcid.org/0000-0002-1607-7550; Wolf, Tom Nuno und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2021):
Combining 3D Image and Tabular Data via the Dynamic Affine Feature Map Transform.
In: Bruijne, Marleen de; Cattin, Philippe C.; Cotin, Stéphane; Padoy, Nicolas; Speidel, Stefanie; Zheng, Yefeng und Essert, Caroln (Hrsg.):
Medical Image Computing and Computer Assisted Intervention – MICCAI 2021. 24th International Conference, Strasbourg, France, September 27 – October 1, 2021, Proceedings, Part V. Lecture Notes in Computer Science (LNCS), Bd. 12905. S. 688-698
ORCID: https://orcid.org/0000-0002-1607-7550; Wolf, Tom Nuno und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2021):
Combining 3D Image and Tabular Data via the Dynamic Affine Feature Map Transform.
In: Bruijne, Marleen de; Cattin, Philippe C.; Cotin, Stéphane; Padoy, Nicolas; Speidel, Stefanie; Zheng, Yefeng und Essert, Caroln (Hrsg.):
Medical Image Computing and Computer Assisted Intervention – MICCAI 2021. 24th International Conference, Strasbourg, France, September 27 – October 1, 2021, Proceedings, Part V. Lecture Notes in Computer Science (LNCS), Bd. 12905. S. 688-698
Konferenzbeitrag
Wolf, Tom Nuno; Pölsterl, Sebastian ORCID: https://orcid.org/0000-0002-1607-7550 und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2023):
Don’t PANIC: Prototypical Additive Neural Network for Interpretable Classification of Alzheimer’s Disease.
IPMI 2023 : Information Processing in Medical Imaging, San Carlos De Bariloche, Argentina, 18-23 June 2023.
Frangi, Alejandro; de Bruijne, Marleen; Wassermann, Demian und Navab, Nassir (Hrsg.):
In: Information Processing in Medical Imaging : 28th International Conference, IPMI 2023, San Carlos de Bariloche, Argentina, June 18–23, 2023, Proceedings,
Bd. 13939
Cham: Springer. S. 82-94
ORCID: https://orcid.org/0000-0002-1607-7550 und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2023):
Don’t PANIC: Prototypical Additive Neural Network for Interpretable Classification of Alzheimer’s Disease.
IPMI 2023 : Information Processing in Medical Imaging, San Carlos De Bariloche, Argentina, 18-23 June 2023.
Frangi, Alejandro; de Bruijne, Marleen; Wassermann, Demian und Navab, Nassir (Hrsg.):
In: Information Processing in Medical Imaging : 28th International Conference, IPMI 2023, San Carlos de Bariloche, Argentina, June 18–23, 2023, Proceedings,
Bd. 13939
Cham: Springer. S. 82-94
Bongratz, Fabian; Rickmann, Anne-Marie; Pölsterl, Sebastian ORCID: https://orcid.org/0000-0002-1607-7550 und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2022):
Vox2Cortex: Fast Explicit Reconstruction of Cortical Surfaces from 3D MRI Scans with Geometric Deep Neural Networks.
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA, USA, 18-24 June 2022.
In: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),
S. 20741-20751
ORCID: https://orcid.org/0000-0002-1607-7550 und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2022):
Vox2Cortex: Fast Explicit Reconstruction of Cortical Surfaces from 3D MRI Scans with Geometric Deep Neural Networks.
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, LA, USA, 18-24 June 2022.
In: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),
S. 20741-20751
Sarasusa, Ignacio; Pölsterl, Sebastian ORCID: https://orcid.org/0000-0002-1607-7550 und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2022):
CASHformer: Cognition Aware SHape Transformer for Longitudinal Analysis.
25th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2022, Singapur, September 18th to 22nd 2022.
In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022. 25th International Conference, Singapore, September 18–22, 2022, Proceedings, Part I, Lecture Notes in Computer Science
Bd. 13431
Cham, Switzerland: Springer. S. 44-54
ORCID: https://orcid.org/0000-0002-1607-7550 und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2022):
CASHformer: Cognition Aware SHape Transformer for Longitudinal Analysis.
25th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2022, Singapur, September 18th to 22nd 2022.
In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022. 25th International Conference, Singapore, September 18–22, 2022, Proceedings, Part I, Lecture Notes in Computer Science
Bd. 13431
Cham, Switzerland: Springer. S. 44-54
Narazani, Marla; Sarasua, Ignacio; Pölsterl, Sebastian ORCID: https://orcid.org/0000-0002-1607-7550; Lizarraga, Aldana; Yakushev, Igor und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2022):
Is a PET All You Need? A Multi-modal Study for Alzheimer’s Disease Using 3D CNNs.
25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Singapore, September 18–22, 2022.
In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022. Proceedings, Part I, Lecture Notes in Computer Science
Bd. 13431
Cham: Springer. S. 66-76
ORCID: https://orcid.org/0000-0002-1607-7550; Lizarraga, Aldana; Yakushev, Igor und Wachinger, Christian ORCID: https://orcid.org/0000-0002-3652-1874
(2022):
Is a PET All You Need? A Multi-modal Study for Alzheimer’s Disease Using 3D CNNs.
25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Singapore, September 18–22, 2022.
In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022. Proceedings, Part I, Lecture Notes in Computer Science
Bd. 13431
Cham: Springer. S. 66-76