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- Université de Bretagne OccidentaleFR17 papers
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- Centre National de la Recherche ScientifiqueFR14 papers
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Showing cs.LGShow all
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cs.LG2024
Feature Expansion and enhanced Compression for Class Incremental Learning
Quentin Ferdinand, Gilles Le Chenadec, Benoit Clement +2
Class incremental learning consists in training discriminative models to classify an increasing number of classes over time. However, doing so using only the newly added class data…
cs.LG2022★ 14 cited
Minority Class Oriented Active Learning for Imbalanced Datasets
Umang Aggarwal, Adrian Popescu, Céline Hudelot
Active learning aims to optimize the dataset annotation process when resources are constrained. Most existing methods are designed for balanced datasets. Their practical applicabil…
cs.LG2021★ 13 cited
Benchmarking Quantized Neural Networks on FPGAs with FINN
Quentin Ducasse, Pascal Cotret, Loïc Lagadec +1
The ever-growing cost of both training and inference for state-of-the-art neural networks has brought literature to look upon ways to cut off resources used with a minimal impact o…