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

Fabian Dubourvieux, Romaric Audigier, Angélique Loesch, Samia Ainouz, Stéphane Canu

Published: 01 Oct 2022, Last Modified: 17 Oct 2025Computer Vision and Image UnderstandingEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•Focus on pseudo-labeling methods for Unsupervised Domain Adaptive Re-Identification.•Theoretical view on pseudo-labeling with a new upper-bound on performance.•Deduction of general good practices for any pseudo-labeling method.•Experiments showing that implementing all good practices increases performance.
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