
A Message Passing Algorithm for the Minimum Cost Multicut Problem
We propose a dual decomposition and linear program relaxation of the NP ...
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ArtTrack: Articulated Multiperson Tracking in the Wild
In this paper we propose an approach for articulated tracking of multipl...
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InstanceCut: from Edges to Instances with MultiCut
This work addresses the task of instanceaware semantic segmentation. Ou...
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Convexification of Learning from Constraints
Regularized empirical risk minimization with constrained labels (in cont...
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Joint Graph Decomposition and Node Labeling: Problem, Algorithms, Applications
We state a combinatorial optimization problem whose feasible solutions d...
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MultiPerson Tracking by Multicut and Deep Matching
In [1], we proposed a graphbased formulation that links and clusters pe...
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The Minimum Cost Connected Subgraph Problem in Medical Image Analysis
Several important tasks in medical image analysis can be stated in the f...
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Estimating Maximally Probable Constrained Relations by Mathematical Programming
Estimating a constrained relation is a fundamental problem in machine le...
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Convexity Shape Constraints for Image Segmentation
Segmenting an image into multiple components is a central task in comput...
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Efficient Decomposition of Image and Mesh Graphs by Lifted Multicuts
Formulations of the Image Decomposition Problem as a Multicut Problem (M...
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OpenGM: A C++ Library for Discrete Graphical Models
OpenGM is a C++ template library for defining discrete graphical models ...
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How to Extract the Geometry and Topology from Very Large 3D Segmentations
Segmentation is often an essential intermediate step in image analysis. ...
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Endtoend Learning for Graph Decomposition
We propose a novel endtoend trainable framework for the graph decompos...
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Bjoern Andres
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Research Group Leader at the Bosch Center for Artificial Intelligence. Honorarprofessor of the University of Tübingen. Senior Researcher of the Max Planck Institute for Informatics.