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Benoît Macq

2 papers indexed

arxivcs.CV2026-07-31

Locally Consistent Transductive Information Maximization for Few-Shot Remote Sensing Scene Classification

Karim El Khoury, Benoît Gérin, Benoît Macq, Christophe De Vleeschouwer

Remote sensing scene classification is increasingly relying on foundation models pre-trained on large-scale Earth-observation data. Moreover, transductive inference, which exploits the collective statistical structure of the entire unlabeled query set, appears to naturally match…

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arxivcs.CVcs.LG2026-06-30

Localized Conformal Prediction for Image Classification with Vision-Language Models

Clément Fuchs, Tim Bary, Benoît Macq

Conformal predictions have attracted significant attention in the field of uncertainty quantification, mainly because of their strong marginal coverage guarantees. Full conditional guarantee is not an attainable goal, a well known fact in conformal predictions literature. As a re…

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