Projects per year
Personal profile
Research expertise
Stien Heremans researches the use of remote sensing and machine learning models for deriving information on land use, ecosystem composition and functioning. We focus on information that can be implmented for monitoring and evaluating environmental policy in Flanders. A broad range of imagery can be used, from drones to satellite images. Also, the techniques for transforming these images to useful information are diverse, ranging from mechanistic models over statistical relations to non-parametric machine learning models.
Education/Academic qualification
Applied biological sciences, PhD, Machine learning methods for crop area and crop yield assessments from time series of low resolution remotely sensed imagery, KU Leuven
Award Date: 15-Dec-2015
Earth Observation, master, KU Leuven
Award Date: 30-Jun-2009
Bio-engineer, master, KU Leuven
Award Date: 30-Jun-2007
External positions
Postdoctoral researcher, KU Leuven
1-Apr-2020 → …
Thematic List 2020
- Protected nature
VODS 2023
- Environmental monitoring
- Conservation and biodiversity
- Agricultural plant breeding and biotechnology
Policy
- local conservation status
- Natura 2000
- ecosystem services
Technological
- image analysis
- detection technology
- modelling
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- 6 Similar Profiles
Collaborations and top research areas from the last five years
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FireRisk: Integrated Wildfire Management in Flanders - towards Ecological Resilience and Fire Resistance
Thoonen, M. (Project leader) & Heremans, S. (Cooperator)
1/10/26 → 30/09/30
Project: EVINBO - Vlaamse overheid
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Biodiversa+ SenseForest Pilot (EVINBO)
Heremans, S. (Project leader) & Verbesselt, S. (Cooperator)
1/01/26 → 31/12/28
Project: EVINBO - Europees
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Nature Restoration Law: Smart image processing to support the monitoring of habitats and living areas
Heremans, S. (Project leader) & Spanhove, T. (Cooperator)
1/01/26 → 31/12/26
Project: EVINBO - Vlaamse overheid
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VITO Reference task: Land use modelling and footprint modelling to support biodiversity research and nature reporting
Peymen, J. (Project leader), Heremans, S. (Cooperator), Maes, D. (Cooperator), Spanhove, T. (Cooperator) & Stevens, M. (Cooperator)
9/04/25 → 31/12/29
Project: INBO
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Programme 'Coordination Monitoring and Research Infrastructure'
Cools, N. (Project leader), Adriaenssens, V. (Cooperator), Auwerx, J. (Cooperator), Brosens, D. (Cooperator), Bruneel, S. (Cooperator), Brys, R. (Cooperator), Christiaens, B. (Cooperator), Daelemans, R. (Cooperator), De Bruyn, L. (Cooperator), De Vos, B. (Cooperator), De Wever, A. (Cooperator), Desender, M. (Cooperator), Desmet, P. (Cooperator), Genouw, G. (Cooperator), Halfmaerten, D. (Cooperator), Heremans, S. (Cooperator), Langeraert, W. (Cooperator), Leyman, A. (Cooperator), Louette, G. (Cooperator), Maebe, K. (Cooperator), Mouton, C. (Cooperator), Oosterlynck, P. (Cooperator), Raman, M. (Cooperator), Teunen, L. (Cooperator), Van Driessche, C. (Cooperator), Van Gossum, P. (Cooperator), Van Onsem, S. (Cooperator), Van Ryckegem, G. (Cooperator), Vercruysse, L. (Cooperator), Wilms, H. (Cooperator) & Wuyts, K. (Cooperator)
1/01/25 → 31/12/29
Project: INBO
Research output
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ChromaFormer: A Scalable and Accurate Transformer Architecture for Land Cover Classification
Li, M., Grujicic, D., Somers, B., Heremans, S., De Saeger, S. & Blaschko, M., May-2026, In: Transactions on Machine Learning Research. 2026Research output: Contribution to journal › A2: Article in a journal with peer review, not included in A1 › peer-review
Open AccessFile29 Downloads (Pure) -
deadtrees.earth — An open-access and interactive database for centimeter-scale aerial imagery to uncover global tree mortality dynamics
Mosig, C., Vajna-Jehle, J., Mahecha, M. D., Cheng, Y., Hartmann, H., Montero, D., Junttila, S., Horion, S., Schwenke, M. B., Koontz, M. J., Maulud, K. N. A., Adu-Bredu, S., Al-Halbouni, D., Ali, M., Allen, M., Altman, J., Amorós, L., Angiolini, C., Astrup, R. & Awada, H. & 186 others, , 1-Jan-2026, In: Remote Sensing of Environment. 332Research output: Contribution to journal › A1: Web of Science-article › peer-review
Open Access -
Deep learning-based mapping of woody floral resources for wild bee habitat modelling
Vanpoucke, K., Heremans, S., Schraal, W., Spanhove, T., Lhermitte, S. & Somers, B., 4-Jun-2026. 1 p.Research output: Contribution to conference › Poster
Open AccessFile138 Downloads (Pure) -
Deep Learning-Based Mapping of Woody Floral Resources for Wild Bee Habitat Modelling
Vanpoucke, K., Heremans, S., Schraal, W., Spanhove, T., Lhermitte, S. & Somers, B., 4-Jun-2026. 7 p.Research output: Contribution to conference › Paper/Powerpoint/Abstract
Open AccessFile -
Scalable Wetland Condition Monitoring With Harmonized Sentinel-2-Based Inundation Regime Indicators Across Europe
Verbesselt, S., Heremans, S., Jussila, T., Ježek, V., Šibíková, M. & Heikkinen, R. K., 1-Jul-2026, p. 41-45. 5 p.Research output: Contribution to conference › Paper/Powerpoint/Abstract
Open AccessFile
Datasets
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Datasets Biodiversa+ Habitat Pilots workshop Flanders - Habitat condition indicators
Verbesselt, S. (Creator), Heremans, S. (Editor), Oosterlynck, P. (Project Leader) & Spanhove, T. (Project Member), Research Institute for Nature and Forest (INBO), 28-Nov-2025
Dataset
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Molinia Heathlands: Field campaign 2022
Heremans, S. (Creator), Wepener, V. (Data Collector), Somers, B. (Creator) & Wepener, V. (Data Collector), Research Institute for Nature and Forest (INBO), 28-Apr-2025
Dataset
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Field-sampled winter crop cover observations in northern Belgium for Sentinel-2-based land cover classification (2021-2024)
Vanongeval, F. (Creator), Vanpoucke, K. (Creator), Heremans, S. (Creator), Buls, E. (Creator), Somers, B. (Creator), Van Orshoven, J. (Creator) & Gobin, A. (Creator), KU Leuven RDR, 6-Aug-2026
DOI: 10.48804/qdvhnn, https://rdr.kuleuven.be/citation?persistentId=doi:10.48804/QDVHNN
Dataset
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Molinia Heathlands: LSVI data 2017-2023
Heremans, S. (Creator), Research Institute for Nature and Forest (INBO), 28-Apr-2025
Dataset
Activities
- 6 Organisation and participation in conference, workshop, training, seminar, meeting
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1st International Conference on Geospatial Artificial Intelligence
Heremans, S. (Participant)
3-Jun-2026 → 6-Jun-2026Activity: Participating in or organising an event types › Organisation and participation in conference, workshop, training, seminar, meeting
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Biodiversa+ pilot SenseForest: Workshop in Bratislava
Heremans, S. (Participant)
14-Apr-2026 → 16-Apr-2026Activity: Participating in or organising an event types › Organisation and participation in conference, workshop, training, seminar, meeting
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Living Planet Symposium
Heremans, S. (Speaker)
23-Jun-2025 → 27-Jun-2025Activity: Participating in or organising an event types › Organisation and participation in conference, workshop, training, seminar, meeting
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Biodiversa+ Habitat Pilot: Workshop Flanders
Verbesselt, S. (Participant), Heremans, S. (Participant), Spanhove, T. (Participant) & Oosterlynck, P. (Organiser)
14-Oct-2025 → 16-Oct-2025Activity: Participating in or organising an event types › Organisation and participation in conference, workshop, training, seminar, meeting
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Biospace25
Heremans, S. (Speaker)
10-Feb-2025 → 14-Feb-2025Activity: Participating in or organising an event types › Organisation and participation in conference, workshop, training, seminar, meeting