Søren Hauberg

Søren Hauberg

Associate Professor

DTU COMPUTE
Department of Applied Mathematics and Computer Science

Technical University of Denmark

Richard Petersens Plads

Building 321, room 009

2800 Kgs. Lyngby

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2017
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Transformations Based on Continuous Piecewise-Affine Velocity Fields

Freifeld, Oren ; Hauberg, Søren ; Batmanghelich, Kayhan ; Fisher, Jonn W.
in journal: I E E E Transactions on Pattern Analysis and Machine Intelligence (ISSN: 0162-8828) (DOI: http://dx.doi.org/10.1109/TPAMI.2016.2646685), vol: 39, issue: 12, pages: 2496-2509, 2017

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2017     |    DOI: http://dx.doi.org/10.1109/TPAMI.2016.2646685

2016
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Data-driven forward model inference for EEG brain imaging

Hansen, Sofie Therese ; Hauberg, Søren ; Hansen, Lars Kai
in journal: NeuroImage (ISSN: 1053-8119) (DOI: http://dx.doi.org/10.1016/j.neuroimage.2016.06.017), vol: 139, pages: 249-258, 2016

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2016     |    DOI: http://dx.doi.org/10.1016/j.neuroimage.2016.06.017

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Forward Models can be Inferred from EEG Data

Hansen, Sofie Therese ; Hauberg, Søren ; Hansen, Lars Kai
Presented at:
22nd Annual Meeting of the Organization for Human Brain Mapping, 2016, Geneva

Type: Poster (Peer reviewed)

Status: Published     |    Year: 2016

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Forward Models can be Inferred from EEG Data

Hansen, Sofie Therese ; Hauberg, Søren ; Hansen, Lars Kai
Presented at:
22nd Annual Meeting of the Organization for Human Brain Mapping, 2016, Geneva

Type: Conference abstract for conference (Peer reviewed)

Status: Published     |    Year: 2016

 

Open Problem: Kernel methods on manifolds and metric spaces

Feragen, Aasa ; Hauberg, Søren
part of: JMLR: Workshop and Conference Proceedings, pages: 1-4, 2016,
Presented at:
Annual Conference on Learning Theory 2016, 2016, New York

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2016

 

Scalable Robust Principal Component Analysis Using Grassmann Averages

Hauberg, Søren ; Feragen, Aasa ; Enficiaud, Raffi ; Black, Michael J.
in journal: I E E E Transactions on Pattern Analysis and Machine Intelligence (ISSN: 0162-8828) (DOI: http://dx.doi.org/10.1109/TPAMI.2015.2511743), vol: 38, issue: 11, pages: 2298-2311, 2016

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2016     |    DOI: http://dx.doi.org/10.1109/TPAMI.2015.2511743

2015
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Geodesic exponential kernels: When Curvature and Linearity Conflict

Feragen, Aase ; Lauze, François ; Hauberg, Søren
part of: Proceedings of the 28th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2015), pages: 3032-3042, 2015, IEEE,
Presented at:
28th IEEE Conference on Computer Vision and Pattern Recognition, 2015, Boston

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2015     |    DOI: http://dx.doi.org/10.1109/CVPR.2015.7298922

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A Random Riemannian Metric for Probabilistic Shortest-Path Tractography

Hauberg, Søren ; Schober, Michael ; Liptrot, Matthew George ; Hennig, Philipp ; Feragen, Aasa
part of: Proceedings of the 18th International Conference on Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015 (ISBN: 978-3-319-24552-2), pages: 597-604, 2015, Springer,
Presented at:
18th International Conference on Medical Image Computing and Computer-Assisted Intervention, 2015, Munich

Type: Article in proceedings (Peer reviewed)

Status: Published     |    Year: 2015     |    DOI: http://dx.doi.org/10.1007/978-3-319-24553-9_73

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Principal Curves on Riemannian Manifolds

Hauberg, Søren
in journal: I E E E Transactions on Pattern Analysis and Machine Intelligence (ISSN: 0162-8828) (DOI: http://dx.doi.org/10.1109/TPAMI.2015.2496166), vol: PP, issue: 99, 2015

Type: Journal article (Peer reviewed)

Status: Published     |    Year: 2015     |    DOI: http://dx.doi.org/10.1109/TPAMI.2015.2496166

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Highly-Expressive Spaces of Well-Behaved Transformations: Keeping It Simple

Freifeld, Oren ; Hauberg, Søren ; Batmanghelich, Kayhan ; Fisher, John W.
Presented at:
15th International Conference on Computer Vision, 2015, Santiago

Type: Paper (Peer reviewed)

Status: Published     |    Year: 2015