
Project task
Conceptualization and implementation of a camera platform to assess activity and passivity at home
Expertise
Deep Learning for Computer Vision, Human Activity Recognition, Video Analysis
Biography
Biography
Alina Roitberg received her B.Sc. and M.Sc. degrees in Computer Science with distinction from Technical University of Munich (TUM) in 2015. After working as a data science consultant in the automotive sector (2016-2017), she joined Karlsruhe Institute of Technology (KIT) for doctoral studies, during which she received the best student paper runner-up award at IV 2020 and completed a Ph.D. internship at Facebook. She received her Ph.D. in deep learning for human activity recognition in 2021 and is currently a Postdoc at the Computer Vision for Human-Computer Interaction Lab at KIT, where she is leading the research of human activity recognition in videos. Her research interests include human activity recognition, uncertainty-aware deep learning, open-set, zero- and few-shot recognition and applications in intelligent systems.
Relevant publications
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Uncertainty-sensitive Activity Recognition: a Reliability Benchmark and the CARING Models. Alina Roitberg, Monica Haurilet, Manuel Martinez and Rainer Stiefelhagen. International Conference on Pattern Recognition (ICPR), IEEE, January 2021
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Analysis of Deep Fusion Strategies for Multi-modal Gesture Recognition. Alina Roitberg*, Tim Pollert*, Monica Haurilet, Manuel Martin, Rainer Stiefelhagen. CVPR Workshop on Analysis and Modeling of Faces and Gestures (AMFG), IEEE, Long Beach, USA, June 2019
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Drive&Act: A Multi-modal Dataset for Fine-grained Driver Behavior Recognition in Autonomous Vehicles. Manuel Martin*, Alina Roitberg*, Monica Haurilet, Matthias Horne, Simon Reiß, Michael Voit, Rainer Stiefelhagen. In International Conference on Computer Vision (ICCV), IEEE, Seoul, South Korea, Oct. 2019
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Informed Democracy: Voting-based Novelty Detection for Action Recognition. Alina Roitberg*, Ziad Al-Halah*, Rainer Stiefelhagen. In British Machine Vision Conference (BMVC), Newcastle upon Tyne, UK, 2018