Search Results for author: Anton Isopoussu

Found 4 papers, 0 papers with code

Deep Inertial Navigation using Continuous Domain Adaptation and Optimal Transport

no code implementations29 Jun 2021 Mohammed Alloulah, Maximilian Arnold, Anton Isopoussu

(2) We propose neural architectures and algorithms to assimilate knowledge from an indexed set of sensor positions in order to enhance the robustness and generalisability of robotic inertial tracking in the field.

Autonomous Navigation Data Augmentation +2

Scaling Unsupervised Domain Adaptation through Optimal Collaborator Selection and Lazy Discriminator Synchronization

no code implementations1 Jan 2021 Akhil Mathur, Shaoduo Gan, Anton Isopoussu, Fahim Kawsar, Nadia Berthouze, Nicholas Donald Lane

Breakthroughs in unsupervised domain adaptation (uDA) have opened up the possibility of adapting models from a label-rich source domain to unlabeled target domains.

Privacy Preserving Unsupervised Domain Adaptation

Mic2Mic: Using Cycle-Consistent Generative Adversarial Networks to Overcome Microphone Variability in Speech Systems

no code implementations27 Mar 2020 Akhil Mathur, Anton Isopoussu, Fahim Kawsar, Nadia Berthouze, Nicholas D. Lane

A major challenge in building systems that combine audio models with commodity microphones is to guarantee their accuracy and robustness in the real-world.

Multi-Step Decentralized Domain Adaptation

no code implementations25 Sep 2019 Akhil Mathur, Shaoduo Gan, Anton Isopoussu, Fahim Kawsar, Nadia Berthouze, Nicholas D. Lane

Despite the recent breakthroughs in unsupervised domain adaptation (uDA), no prior work has studied the challenges of applying these methods in practical machine learning scenarios.

Privacy Preserving Unsupervised Domain Adaptation

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