Paul Swoboda

30 publications

8 venues

H Index 8

Affiliation

Heinrich-Heine Universit t D sseldorf, Germany

Links

Name Venue Year citations
DOGE-Train: Discrete Optimization on GPU with End-to-End Training. AAAI 2024 0
Joint Self-Supervised Image-Volume Representation Learning with Intra-inter Contrastive Clustering. AAAI 2023 0
ClusterFuG: Clustering Fully connected Graphs by Multicut. ICML 2023 0
LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching. NIPS/NeurIPS 2023 0
A Multidimensional Analysis of Social Biases in Vision Transformers. ICCV 2023 0
A Comparative Study of Graph Matching Algorithms in Computer Vision. ECCV 2022 1
A Scalable Combinatorial Solver for Elastic Geometrically Consistent 3D Shape Matching. CVPR 2022 1
RAMA: A Rapid Multicut Algorithm on GPU. CVPR 2022 0
FastDOG: Fast Discrete Optimization on GPU. CVPR 2022 0
LMGP: Lifted Multicut Meets Geometry Projections for Multi-Camera Multi-Object Tracking. CVPR 2022 0
Making Higher Order MOT Scalable: An Efficient Approximate Solver for Lifted Disjoint Paths. ICCV 2021 15
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach. NIPS/NeurIPS 2021 4
Efficient Message Passing for 0-1 ILPs with Binary Decision Diagrams. ICML 2021 0
A Primal-Dual Solver for Large-Scale Tracking-by-Assignment. AISTATS 2020 4
Deep Graph Matching via Blackbox Differentiation of Combinatorial Solvers. ECCV 2020 63
Lifted Disjoint Paths with Application in Multiple Object Tracking. ICML 2020 79
A Convex Relaxation for Multi-Graph Matching. CVPR 2019 28
Bottleneck Potentials in Markov Random Fields. ICCV 2019 2
Combinatorial Persistency Criteria for Multicut and Max-Cut. CVPR 2019 0
MAP Inference via Block-Coordinate Frank-Wolfe Algorithm. CVPR 2019 0
HiPPI: Higher-Order Projected Power Iterations for Scalable Multi-Matching. ICCV 2019 0
Exact MAP-Inference by Confining Combinatorial Search With LP Relaxation. AAAI 2018 8
Maximum Persistency via Iterative Relaxed Inference in Graphical Models. TPAMI 2018 0
A Dual Ascent Framework for Lagrangean Decomposition of Combinatorial Problems. CVPR 2017 0
A Message Passing Algorithm for the Minimum Cost Multicut Problem. CVPR 2017 0
A Study of Lagrangean Decompositions and Dual Ascent Solvers for Graph Matching. CVPR 2017 0
Partial Optimality by Pruning for MAP-Inference with General Graphical Models. TPAMI 2016 0
Maximum persistency via iterative relaxed inference with graphical models. CVPR 2015 21
Partial Optimality by Pruning for MAP-Inference with General Graphical Models. CVPR 2014 26
Global MAP-Optimality by Shrinking the Combinatorial Search Area with Convex Relaxation. NIPS/NeurIPS 2013 20
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