Search
Results
-
Bridging Diversity and Uncertainty in Active learning with Self-Supervised Pre-Training
(2024)This study addresses the integration of diversity-based and uncertainty-based sampling strategies in active learning, particularly within the context of self-supervised pre-trained models. We introduce a straightforward heuristic called TCM that mitigates the cold start problem while maintaining strong performance across various data levels. By initially applying TypiClust for diversity sampling and subsequently transitioning to uncertainty ...Other Conference Item -
SUPClust: Active Learning at the Boundaries
(2024)Active learning is a machine learning paradigm designed to optimize model performance in a setting where labeled data is expensive to acquire. In this work, we propose a novel active learning method called SUPClust that seeks to identify points at the decision boundary between classes. By targeting these points, SUPClust aims to gather information that is most informative for refining the model's prediction of complex decision regions. ...Other Conference Item -
Improving the planning of future track interventions using digital tools
(2024)Other Conference Item -
The influence of gouge formation on seismicity and fault slip behavior
(2024)Other Conference Item -
Developing an Automated Observability System for HPC: Integrating Operational and Energy Datasets
(2024)Other Conference Item -
General Versus Vocational Education in Recruitment: Which Factors Shape Employers’ Preferences Regarding Education?
(2024)Other Conference Item -
E-Bike City masterplan
(2024)mobil.TUM 2024 Online AbstractsReaching the climate targets requires a substantial reorganization of our transport systems within only three decades. Technical innovations as well as massive policy changes are necessary to achieve the necessary effects.Other Conference Item -
Modelling road infrastructure potential for the appraisal of sustainable bicycling networks
(2024)mobil.TUM 2024 Online AbstractsOther Conference Item -
Explaining GNSS station movements based on Earth observation data
(2024)EGUsphereOther Conference Item -
Food security in a changing climate - how can Earth observation and machine learning help?
(2024)EGUsphereOther Conference Item