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3
Integrating Prior Knowledge in Contrastive Learning with Kernel
Data augmentation is a crucial component in unsupervised contrastive learning (CL). It determines how positive samples are defined and, …
Benoit Dufumier
,
Carlo Alberto Barbano
,
Robin Louiset
,
Edouard Duchesnay
,
Pietro Gori
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LSVL: Large-scale season-invariant visual localization for UAVs
Localization of autonomous unmanned aerial vehicles (UAVs) relies heavily on Global Navigation Satellite Systems (GNSS), which are …
Jouko Kinnari
,
Riccardo Renzulli
,
Francesco Verdoja
,
Ville Kyrki
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REM: Routing Entropy Minimization for Capsule Networks
Capsule Networks ambition is to build an explainable and biologically-inspired neural network model. One of their main innovations …
Riccardo Renzulli
,
Enzo Tartaglione
,
Marco Grangetto
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Unsupervised Learning of Unbiased Visual Representations
Deep neural networks are known for their inability to learn robust representations when biases exist in the dataset. This results in a …
Carlo Alberto Barbano
,
Enzo Tartaglione
,
Marco Grangetto
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