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Publications of Anaïs Halin
Articles in journal or book chapters
  1. Anaïs Halin, Sébastien Piérard, Anthony Cioppa, and Marc Van Droogenbroeck. A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers. arXiv, abs/2412.04377, 2024. Keyword(s): Performance, Classification, Ranking, Score, Tile. [bibtex-entry]


  2. Sébastien Piérard, Anaïs Halin, Anthony Cioppa, Adrien Deliège, and Marc Van Droogenbroeck. Foundations of the Theory of Performance-Based Ranking. arXiv, abs/2412.04227, 2024. Keyword(s): Performance, Theory, Ranking. [bibtex-entry]


  3. Sébastien Piérard, Anaïs Halin, Anthony Cioppa, Adrien Deliège, and Marc Van Droogenbroeck. The Tile: A 2D Map of Ranking Scores for Two-Class Classification. arXiv, abs/2412.04309, 2024. Keyword(s): Performance, Classification, Ranking, Score, Tile. [bibtex-entry]


  4. Anaïs Halin, Jacques G. Verly, and Marc Van Droogenbroeck. Survey and synthesis of state of the art in driver monitoring. Sensors, 21(16):1-49, August 2021. Keyword(s): Driver monitoring, Driver state, Survey, Sensor, Indicator, Drowsiness, Mental workload, Distraction, Emotion, Under the influence. [bibtex-entry]


Conference articles
  1. Benoît Gérin, Anaïs Halin, Anthony Cioppa, Maxim Henry, Bernard Ghanem, Benoît Macq, Christophe De Vleeschouwer, and Marc Van Droogenbroeck. Multi-Stream Cellular Test-Time Adaptation of Real-Time Models Evolving in Dynamic Environments. In IEEE International Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Workshop on Autonomous Driving, volume 33, Seattle, Washington, USA, pages 4472-4482, June 2024. Keyword(s): Online distillation, Test-time adaptation, Driving environnement, Multi-stream, Cellular learning. [bibtex-entry]


  2. Anaïs Halin, Sébastien Piérard, Renaud Vandeghen, Benoît Gérin, Maxime Zanella, Martin Colot, Jan Held, Anthony Cioppa, Emmanuel Jean, Gianluca Bontempi, Saïd Mahmoudi, Benoît Macq, and Marc Van Droogenbroeck. Physically Interpretable Probabilistic Domain Characterization. In Asian Conference on Computer Vision Workshop, Hanoi, Vietnam, pages 15-33, December 2024. Keyword(s): Domain, Domain adaptation, Learning. [bibtex-entry]


  3. Joachim Houyon, Anthony Cioppa, Yasir Ghunaim, Motasem Alfarra, Anaïs Halin, Maxim Henry, Bernard Ghanem, and Marc Van Droogenbroeck. Online Distillation with Continual Learning for Cyclic Domain Shifts. In IEEE/CVF International Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Workshop on Continual Learning in Computer Vision, Vancouver, Canada, pages 2437-2446, June 2023. Keyword(s): Online distillation, Continual learning, Autonomous cars. [bibtex-entry]


  4. Sébastien Piérard, Anthony Cioppa, Anaïs Halin, Renaud Vandeghen, Maxime Zanella, Benoît Macq, Saïd Mahmoudi, and Marc Van Droogenbroeck. Mixture Domain Adaptation to Improve Semantic Segmentation in Real-World Surveillance. In IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), Waikoloa, Hawaii, USA, pages 22-31, January 2023. Keyword(s): Domain adaptation, Articial intelligence, Semantic segmentation, Autonomous cars, ARIAC. [bibtex-entry]


Miscellaneous
  1. Anaïs Halin, Benoît Gérin, Anthony Cioppa, Maxim Henry, Bernard Ghanem, Benoît Macq, Christophe De Vleeschouwer, and Marc Van Droogenbroeck. Driving Agents in Dynamic Environments DADE dataset, 2023. Keyword(s): Dataset, Driving, Learning. [bibtex-entry]


  2. Sébastien Piérard, Anthony Cioppa, Anaïs Halin, Renaud Vandeghen, Maxime Zanella, Benoît Macq, Saïd Mahmoudi, and Marc Van Droogenbroeck. Pushing AI out of the lab with on-the-fly mixture domain adaptation. The European AI week, March 2023. Keyword(s): Domain adaptation, Articial intelligence, Semantic segmentation, Autonomous cars, ARIAC. [bibtex-entry]



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