Search Results for author: Fabian Dubourvieux

Found 3 papers, 0 papers with code

A formal approach to good practices in Pseudo-Labeling for Unsupervised Domain Adaptive Re-Identification

no code implementations24 Dec 2021 Fabian Dubourvieux, Romaric Audigier, Angélique Loesch, Samia Ainouz, Stéphane Canu

(ii) General good practices for Pseudo-Labeling, directly deduced from the interpretation of the proposed theoretical framework, in order to improve the target re-ID performance.

Improving Unsupervised Domain Adaptive Re-Identification via Source-Guided Selection of Pseudo-Labeling Hyperparameters

no code implementations15 Oct 2021 Fabian Dubourvieux, Angélique Loesch, Romaric Audigier, Samia Ainouz, Stéphane Canu

However, the effectiveness of these approaches heavily depends on the choice of some hyperparameters (HP) that affect the generation of pseudo-labels by clustering.

Clustering Unsupervised Domain Adaptation

Unsupervised Domain Adaptation for Person Re-Identification through Source-Guided Pseudo-Labeling

no code implementations20 Sep 2020 Fabian Dubourvieux, Romaric Audigier, Angelique Loesch, Samia Ainouz, Stephane Canu

A challenge for re-ID is the performance preservation when a model is used on data of interest (target data) which belong to a different domain from the training data domain (source data).

Metric Learning Person Re-Identification +2

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