Publications

2023

Conferences

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  A Comparative Assessement of Multi-View Fusion Learning for Crop Classification

  F. Mena, D. Arenas, M. Nuske, A. Dengel

  2023 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

  Article Pre-print GitHub
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  Crop Yield Prediction: an Operational Approach to Crop Yield Modeling on Field and Sub-Field Level with Machine Learning Models

  P. Helber, B. Bischke, P. Habelitz, C. Sanchez, D. Pathak, M. Miranda, H. Najjar, F. Mena, J. Siddamsetty, D. Arenas, M. Vollmer, M. Charfuelan, M. Nuske, A. Dengel

  2023 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

  Article
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  Predicting Crop Yield with Machine Learning: an extensive Analysis of Input Modalities and Models on a Field and Sub-Field Level

  D. Pathak, M. Miranda, F. Mena, C. Sanchez, P. Helber, B. Bischke, P. Habelitz, H. Najjar, J. Siddamsetty, D. Arenas, M. Vollmer, M. Charfuelan, M. Nuske, A. Dengel

  2023 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

  Article Pre-print
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  Influence of Data Cleaning Techniques on Sub-Field Yield Predictions

  C. Sanchez, D. Pathak, M. Miranda, M. Charfuelan, P. Helber, M. Nuske, B. Bischke, P. Habelitz, N. Rahman, F. Mena, H. Najjar, J. Siddamsetty, D. Arenas, M. Vollmer, A. Dengel

  2023 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

  Article
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  Feature Attribution Methods for Multivariate Time-Series Explainability in Remote Sensing

  H. Najjar, P. Helber, B. Bischke, P. Habelitz, C. Sanchez, F. Mena, M. Miranda, D. Pathak, J. Siddamsetty, D. Arenas, M. Vollmer, M. Charfuelan, M. Nuske, A. Dengel

  2023 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

  Article
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  Fusing Digital Elevation Maps with Satellite Imagery for Flood Mapping

  M. Stricker, T. Miyamoto, K. Iselborn, M. Nuske, A. Dengel

  2023 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

  Article GitHub
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  Effect of Terrain Information on Multimodel Deep Learning for Flood Disaster Detection

  T. Miyamoto, M. Stricker, J. Ogishima, K. Iselborn, M. Nuske, A. Dengel

  2023 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

  Article

Veröffentlichungen

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  On the Importance of Feature Representation for Flood Mapping using Classical Machine Learning Approaches

  K. Iselborn, M. Stricker, T. Miyamoto, M. Nuske, A. Dengel

  Under Review

  Pre-print GitHub