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Paul Swoboda
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Doge-train: Discrete optimization on gpu with end-to-end training
A Abbas, P Swoboda
Proceedings of the AAAI Conference on Artificial Intelligence 38 (18), 20623 …, 2024
42024
A Mechanistic Analysis of a Transformer Trained on a Symbolic Multi-Step Reasoning Task
J Brinkmann, A Sheshadri, V Levoso, P Swoboda, C Bartelt
arXiv preprint arXiv:2402.11917, 2024
2024
Lvm-med: Learning large-scale self-supervised vision models for medical imaging via second-order graph matching
D MH Nguyen, H Nguyen, N Diep, TN Pham, T Cao, B Nguyen, ...
Advances in Neural Information Processing Systems 36, 2024
82024
Fast Discrete Optimisation for Geometrically Consistent 3D Shape Matching
P Roetzer, A Abbas, D Cao, F Bernard, P Swoboda
arXiv preprint arXiv:2310.08230, 2023
12023
ClusterFuG: clustering fully connected graphs by multicut
A Abbas, P Swoboda
International Conference on Machine Learning, 19-30, 2023
22023
Joint self-supervised image-volume representation learning with intra-inter contrastive clustering
DMH Nguyen, H Nguyen, TTN Mai, T Cao, BT Nguyen, N Ho, P Swoboda, ...
Proceedings of the AAAI Conference on Artificial Intelligence 37 (12), 14426 …, 2023
112023
A multidimensional analysis of social biases in vision transformers
J Brinkmann, P Swoboda, C Bartelt
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
12023
A comparative study of graph matching algorithms in computer vision
S Haller, L Feineis, L Hutschenreiter, F Bernard, C Rother, D Kainmüller, ...
European Conference on Computer Vision, 636-653, 2022
82022
Structured prediction problem archive
P Swoboda, A Hornakova, P Roetzer, B Savchynskyy, A Abbas
arXiv preprint arXiv:2202.03574, 2022
52022
A scalable combinatorial solver for elastic geometrically consistent 3d shape matching
P Roetzer, P Swoboda, D Cremers, F Bernard
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
72022
Fastdog: Fast discrete optimization on gpu
A Abbas, P Swoboda
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
82022
Lmgp: Lifted multicut meets geometry projections for multi-camera multi-object tracking
DMH Nguyen, R Henschel, B Rosenhahn, D Sonntag, P Swoboda
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
182022
Rama: A rapid multicut algorithm on gpu
A Abbas, P Swoboda
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
72022
Combinatorial optimization for panoptic segmentation: A fully differentiable approach
A Abbas, P Swoboda
Advances in Neural Information Processing Systems 34, 15635-15649, 2021
13*2021
Efficient message passing for 0–1 ILPs with binary decision diagrams
JH Lange, P Swoboda
International Conference on Machine Learning, 6000-6010, 2021
142021
Making higher order mot scalable: An efficient approximate solver for lifted disjoint paths
A Hornakova, T Kaiser, P Swoboda, M Rolinek, B Rosenhahn, ...
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
382021
Lifted disjoint paths with application in multiple object tracking
A Hornakova, R Henschel, B Rosenhahn, P Swoboda
International conference on machine learning, 4364-4375, 2020
1432020
A primal-dual solver for large-scale tracking-by-assignment
S Haller, M Prakash, L Hutschenreiter, T Pietzsch, C Rother, F Jug, ...
International Conference on Artificial Intelligence and Statistics, 2539-2549, 2020
102020
Deep graph matching via blackbox differentiation of combinatorial solvers
M Rolínek, P Swoboda, D Zietlow, A Paulus, V Musil, G Martius
Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23 …, 2020
1012020
A convex relaxation for multi-graph matching
P Swoboda, A Mokarian, C Theobalt, F Bernard
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019
432019
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