Improving Automated Sonar Video Analysis to Notify About Jellyfish Blooms

no code implementations • 6 Mar 2021 • Artjoms Gorpincenko, Geoffrey French, Peter Knight, Mike Challiss, Michal Mackiewicz

Human enterprise often suffers from direct negative effects caused by jellyfish blooms.

Virtual Adversarial Training in Feature Space to Improve Unsupervised Video Domain Adaptation

no code implementations • 19 Aug 2020 • Artjoms Gorpincenko, Geoffrey French, Michal Mackiewicz

Virtual Adversarial Training has recently seen a lot of success in semi-supervised learning, as well as unsupervised Domain Adaptation.

Unsupervised Domain Adaptation

Using Deep Learning to Count Albatrosses from Space

no code implementations • 3 Jul 2019 • Ellen Bowler, Peter T. Fretwell, Geoffrey French, Michal Mackiewicz

In this paper we test the use of a deep learning approach to automatically count Wandering Albatrosses in Very High Resolution (VHR) satellite imagery.

Image Segmentation Semantic Segmentation

Self-ensembling for visual domain adaptation

3 code implementations • ICLR 2018 • Geoffrey French, Michal Mackiewicz, Mark Fisher

This paper explores the use of self-ensembling for visual domain adaptation problems.

Domain Adaptation