Swoboda, Paul

26 publications

NeurIPS 2025 How Many Tokens Do 3D Point Cloud Transformer Architectures Really Need? Tuan Anh Tran, Duy Minh Ho Nguyen, Hoai-Chau Tran, Michael Barz, Khoa D Doan, Roger Wattenhofer, Vien Anh Ngo, Mathias Niepert, Daniel Sonntag, Paul Swoboda

ICLRW 2024 Backward Chaining Circuits in a Transformer Trained on a Symbolic Reasoning Task Jannik Brinkmann, Abhay Sheshadri, Victor Levoso, Paul Swoboda, Christian Bartelt

AAAI 2024 DOGE-Train: Discrete Optimization on GPU with End-to-End Training Ahmed Abbas, Paul Swoboda

ECCV 2024 DiscoMatch: Fast Discrete Optimisation for Geometrically Consistent 3D Shape Matching Paul Roetzer, Ahmed Abbas, Dongliang Cao, Florian Bernard, Paul Swoboda

ICCV 2023 A Multidimensional Analysis of Social Biases in Vision Transformers Jannik Brinkmann, Paul Swoboda, Christian Bartelt

ICML 2023 ClusterFuG: Clustering Fully Connected Graphs by Multicut Ahmed Abbas, Paul Swoboda

AAAI 2023 Joint Self-Supervised Image-Volume Representation Learning with Intra-Inter Contrastive Clustering Duy M. H. Nguyen, Hoang Nguyen, Truong Thanh Nhat Mai, Tri Cao, Binh T. Nguyen, Nhat Ho, Paul Swoboda, Shadi Albarqouni, Pengtao Xie, Daniel Sonntag

NeurIPS 2023 LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-Order Graph Matching Duy M. H. Nguyen, Hoang Nguyen, Nghiem Diep, Tan Ngoc Pham, Tri Cao, Binh Nguyen, Paul Swoboda, Nhat Ho, Shadi Albarqouni, Pengtao Xie, Daniel Sonntag, Mathias Niepert

ECCV 2022 A Comparative Study of Graph Matching Algorithms in Computer Vision Stefan Haller, Lorenz Feineis, Lisa Hutschenreiter, Florian Bernard, Carsten Rother, Dagmar Kainmüller, Paul Swoboda, Bogdan Savchynskyy

CVPR 2022 A Scalable Combinatorial Solver for Elastic Geometrically Consistent 3D Shape Matching Paul Roetzer, Paul Swoboda, Daniel Cremers, Florian Bernard

CVPR 2022 FastDOG: Fast Discrete Optimization on GPU Ahmed Abbas, Paul Swoboda

CVPR 2022 LMGP: Lifted Multicut Meets Geometry Projections for Multi-Camera Multi-Object Tracking Duy M. H. Nguyen, Roberto Henschel, Bodo Rosenhahn, Daniel Sonntag, Paul Swoboda

CVPR 2022 RAMA: A Rapid Multicut Algorithm on GPU Ahmed Abbas, Paul Swoboda

NeurIPS 2021 Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach Ahmed Abbas, Paul Swoboda

ICML 2021 Efficient Message Passing for 0–1 ILPs with Binary Decision Diagrams Jan-Hendrik Lange, Paul Swoboda

ICCV 2021 Making Higher Order MOT Scalable: An Efficient Approximate Solver for Lifted Disjoint Paths Andrea Hornakova, Timo Kaiser, Paul Swoboda, Michal Rolinek, Bodo Rosenhahn, Roberto Henschel

AISTATS 2020 A Primal-Dual Solver for Large-Scale Tracking-by-Assignment Stefan Haller, Mangal Prakash, Lisa Hutschenreiter, Tobias Pietzsch, Carsten Rother, Florian Jug, Paul Swoboda, Bogdan Savchynskyy

ECCV 2020 Deep Graph Matching via Blackbox Differentiation of Combinatorial Solvers Michal Rolínek, Paul Swoboda, Dominik Zietlow, Anselm Paulus, Vít Musil, Georg Martius

ICML 2020 Lifted Disjoint Paths with Application in Multiple Object Tracking Andrea Hornakova, Roberto Henschel, Bodo Rosenhahn, Paul Swoboda

AAAI 2018 Exact MAP-Inference by Confining Combinatorial Search with LP Relaxation Stefan Haller, Paul Swoboda, Bogdan Savchynskyy

CVPR 2017 A Dual Ascent Framework for Lagrangean Decomposition of Combinatorial Problems Paul Swoboda, Jan Kuske, Bogdan Savchynskyy

CVPR 2017 A Message Passing Algorithm for the Minimum Cost Multicut Problem Paul Swoboda, Bjoern Andres

CVPR 2017 A Study of Lagrangean Decompositions and Dual Ascent Solvers for Graph Matching Paul Swoboda, Carsten Rother, Hassan Abu Alhaija, Dagmar Kainmuller, Bogdan Savchynskyy

CVPR 2015 Maximum Persistency via Iterative Relaxed Inference with Graphical Models Alexander Shekhovtsov, Paul Swoboda, Bogdan Savchynskyy

CVPR 2014 Partial Optimality by Pruning for MAP-Inference with General Graphical Models Paul Swoboda, Bogdan Savchynskyy, Jorg H. Kappes, Christoph Schnorr

NeurIPS 2013 Global MAP-Optimality by Shrinking the Combinatorial Search Area with Convex Relaxation Bogdan Savchynskyy, Jörg Hendrik Kappes, Paul Swoboda, Christoph Schnörr