Spatio-temporal deep learning workflows for transforming remote sensing data into geo-indicators for environmental policy support

Research output

Research output per year 2021 2021 2024 2025

• 3 Paper/Powerpoint/Abstract
• 2 Poster
• 2 Data Management Plans
• 1 A1: Web of Science-article

Research output per year

Research output per year

Search results

• 2025

  Data Management Plan for GEO.INFORMED use case 7 - Fire Hazard: version 1

  Heremans, S., 6-May-2025

  Research output: Other contribution › Data Management Plans

  Open Access

  • Heathland 100%
  • Data Management 100%
  • Publicly Available Dataset 50%
• 2024

  Biological valuation map of Flanders: a sentinel-2 imagery analysis

  Li, M., Grujicic, D., De Saeger, S., Heremans, S., Somers, B. & Blaschko, M. B., Jul-2024. 1 p.

  Research output: Contribution to conference › Poster › peer-review

  Open Access

  File
  396 Downloads (Pure)

• Satellite-based mapping of purple moor grass for wildfire fuel load assessment in heathlands

  Heremans, S., Wepener, V. & Somers, B., 5-Sept-2024. 5 p.

  Research output: Contribution to conference › Paper/Powerpoint/Abstract

  Open Access

• Temporal Transferability of Tree Species Classification in Temperate Forests with Sentinel-2 Time Series

  Verhulst, M., Heremans, S., Blaschko, M. & Somers, B., 20-Jul-2024, In: Remote Sensing. 16, 14

  Research output: Contribution to journal › A1: Web of Science-article › peer-review

  Open Access
• 2023

  Winter crop monitoring with "temporally-aware" machine learning and deep learning methods

  Heremans, S., Somers, B. & Verhulst, M., 27-Apr-2023, p. ISRSE39 - OP105. 1 p.

  Research output: Contribution to conference › Paper/Powerpoint/Abstract

  Open Access

  File
  373 Downloads (Pure)
• 2021

  Data Management Plan GEO.INFORMED

  Heremans, S., Blashko, M., Reusen, I. & Somers, B., 25-Mar-2021

  Research output: Other contribution › Data Management Plans

  Open Access

  File
  1966 Downloads (Pure)

• Remote sensing and deep learning for environmental policy support: from theory to practice

  Heremans, S., Turkelboom, F., Verhulst, M., Blashko, M. & Somers, B., 16-Jul-2021, p. 5728-5731. 4 p.

  Research output: Contribution to conference › Paper/Powerpoint/Abstract

  Open Access

  File
  1856 Downloads (Pure)

• Towards unlocking the potential of freely available Copernicus data for environmental monitoring through spatio-(spectro-)temporal deep learning

  Heremans, S., Verhulst, M., Callebaut, J., Turkelboom, F., Reusen, I., Van Achteren, T., Blashko, M. & Somers, B., 11-Oct-2021. 10 p.

  Research output: Contribution to conference › Poster

  Open Access

  File
  1930 Downloads (Pure)