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Anaïs Halin
Researcher at University of Liège
Publications - 4
Citations - 14
Anaïs Halin is an academic researcher from University of Liège. The author has contributed to research in topics: Computer science & Automotive industry. The author has co-authored 2 publications.
Papers
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Journal ArticleDOI
Survey and synthesis of state of the art in driver monitoring.
TL;DR: In this article, the authors present a polychotomous view of DM through a pair of interlocked tables that relate these states to their indicators and the sensors that can access each of these indicators (e.g., a camera).
Journal ArticleDOI
Mixture Domain Adaptation to Improve Semantic Segmentation in Real-World Surveillance
S'ebastien Pi'erard,Anthony Cioppa,Anaïs Halin,Renaud Vandeghen,Maxime Zanella,Benoît Macq,S. Mahmoud,Marc Van Droogenbroeck +7 more
TL;DR: In this paper , the authors define a probabilistic framework and present a formal proof of an algorithm for the unsupervised many-to-infinity domain adaptation of posteriors, where the probability measure associated with the target domain is a convex combination of the probability measures of the source domains.
Journal ArticleDOI
Survey and Synthesis of State of the Art in Driver Monitoring.
TL;DR: In this article, the authors present a polychotomous view of DM through a pair of interlocked tables that relate these states to their indicators (e.g., the eye-blink rate) and the sensors that can access each of these indicators.
Journal ArticleDOI
Online Distillation with Continual Learning for Cyclic Domain Shifts
Anthony Cioppa,Yasir Ghunaim,Motassim Al-Farra,Anaïs Halin,Bernard Ghanem,Marc Van Droogenbroeck +5 more
TL;DR: In this article , the authors propose a solution to this issue by leveraging the power of continual learning methods to reduce the impact of domain shifts and demonstrate their effectiveness in reducing catastrophic forgetting.