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Evgeny Levinkov

5 accepted papers

2017

ArtTrack: Articulated Multi-Person Tracking in the Wild

CVPR 2017oral

In this paper we propose an approach for articulated tracking of multiple people in unconstrained videos. Our starting point is a model that resembles existing architectures for single-frame pose estimation but is substantially faster. We achieve this in two ways: (1) by simplifying and sparsifying…

Cited by 379PDFScholar
2017

InstanceCut: From Edges to Instances With MultiCut

CVPR 2017poster

This work addresses the task of instance-aware semantic segmentation. Our key motivation is to design a simple method with a new modelling-paradigm, which therefore has a different trade-off between advantages and disadvantages compared to known approaches. Our approach, we term InstanceCut, represe…

Cited by 324PDFScholar
2017

Joint Graph Decomposition & Node Labeling: Problem, Algorithms, Applications

CVPR 2017poster

We state a combinatorial optimization problem whose feasible solutions define both a decomposition and a node labeling of a given graph. This problem offers a common mathematical abstraction of seemingly unrelated computer vision tasks, including instance-separating semantic segmentation, articulate…

Cited by 131PDFcodeScholar
2015

Efficient Decomposition of Image and Mesh Graphs by Lifted Multicuts

ICCV 2015poster

Formulations of the Image Decomposition Problem as a Multicut Problem (MP) w.r.t. a superpixel graph have received considerable attention. In contrast, instances of the MP w.r.t. a pixel grid graph have received little attention, firstly, because the MP is NP-hard and instances w.r.t. a pixel grid g…

Cited by 159PDFScholar