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Remi Flamary

2 accepted papers

2018

DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation

ECCV 2018poster

In computer vision, one is often confronted with problems of domain shifts, which occur when one applies a classifier trained on a source dataset to target data sharing similar characteristics (e.g. same classes), but also different latent data structures (e.g. different acquisition conditions). In…

Cited by 579SourcePDFScholar
2018

Large Scale Optimal Transport and Mapping Estimation

ICLR 2018poster

This paper presents a novel two-step approach for the fundamental problem of learning an optimal map from one distribution to another. First, we learn an optimal transport (OT) plan, which can be thought as a one-to-many map between the two distributions. To that end, we propose a stochastic dual ap…

Cited by 291SourcePDFScholar