4 papers
Uncertainty-Aware Crossmodal Fusion for Classification of Animal Behavior
Ehsan Yaghoubi, Florian Haselbeck
Artificial intelligence offers substantial potential for acoustic monitoring of animals, from welfare assessment in precision livestock farming to wildlife conservation and ecologi…
Deep learning-based hierarchical insect classification using camera trap imagery
Zaki Mahfoud, Juan A. Chiavassa, Simon Walther +2
Declining insect populations make reliable biodiversity monitoring increasingly urgent, yet monitoring of insect biodiversity is hampered by a lack of standardised data and by cost…
FETS Benchmark: Foundation Models Enable Scalable and Generalizable Energy Time Series Forecasting
Marco Obermeier, Marco Pruckner, Florian Haselbeck +1
Driven by the transition towards a climate-neutral energy system, accurate energy time series forecasting is critical for planning and operations. Yet, it remains a dataset-specifi…
EVARS-GPR: EVent-triggered Augmented Refitting of Gaussian Process Regression for Seasonal Data
Florian Haselbeck, Dominik G. Grimm
Time series forecasting is a growing domain with diverse applications. However, changes of the system behavior over time due to internal or external influences are challenging. The…