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Ashkan Mokarian

2 accepted papers

2021

How Shift Equivariance Impacts Metric Learning for Instance Segmentation

ICCV 2021poster

Metric learning has received conflicting assessments concerning its suitability for solving instance segmentation tasks. It has been dismissed as theoretically flawed due to the shift equivariance of the employed CNNs and their respective inability to distinguish same-looking objects. Yet it has bee…

Cited by 5PDFcodeScholar
2019

A Convex Relaxation for Multi-Graph Matching

CVPR 2019oral

We present a convex relaxation for the multi-graph matching problem. Our formulation allows for partial pairwise matchings, guarantees cycle consistency, and our objective incorporates both linear and quadratic costs. Moreover, we also present an extension to higher-order costs. In order to solve th…

Cited by 55PDFcodeScholar