Search Results for author: Benoit Macq

Found 6 papers, 1 papers with code

Camera clustering for scalable stream-based active distillation

no code implementations16 Apr 2024 Dani Manjah, Davide Cacciarelli, Christophe De Vleeschouwer, Benoit Macq

We present a scalable framework designed to craft efficient lightweight models for video object detection utilizing self-training and knowledge distillation techniques.

Clustering Knowledge Distillation +2

Optimal Intermittent Particle Filter

1 code implementation13 Apr 2022 Antoine Aspeel, Amaury Gouverneur, Raphaël M. Jungers, Benoit Macq

We prove that in terms of expected mean square error, the stochastic program filter outperforms the online filter, which itself outperforms the offline filter.

Combinatorial Optimization Decision Making

Solving inverse problems with deep neural networks driven by sparse signal decomposition in a physics-based dictionary

no code implementations16 Jul 2021 Gaetan Rensonnet, Louise Adam, Benoit Macq

Deep neural networks (DNN) have an impressive ability to invert very complex models, i. e. to learn the generative parameters from a model's output.

Secure Architectures Implementing Trusted Coalitions for Blockchained Distributed Learning (TCLearn)

no code implementations18 Jun 2019 Sebastien Lugan, Paul Desbordes, Luis Xavier Ramos Tormo, Axel Legay, Benoit Macq

Distributed learning across a coalition of organizations allows the members of the coalition to train and share a model without sharing the data used to optimize this model.

Distributed Optimization

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