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Fernerkundung / Remote Sensing

  • Clara Betancourt, Timo T. Stomberg, Ann-Kathrin Edrich, Ankit Patnala, Martin G. Schultz, Ribana Roscher, Julia Kowalski, Scarlet Stadtler (2022)
    Global, high-resolution mapping of tropospheric ozone - explainable machine learning and impact of uncertainties
    Geoscientific Model Development, vol. 15, pp. 4331-4354
  • Drees, L., Weber, I., Rußwurm, M., Roscher, R (2022)
    Time Dependent Image Generation of Plants from Incomplete Sequences with CNN-Transformer
    Pattern Recognition: 44th DAGM German Conference, DAGM GCPR 2022, Konstanz, Germany, September 27–30, 2022, Proceedings (pp. 495-510). Cham: Springer International Publishing
  • Eike Bolmer, Adili Abulaitijiang, Jürgen Kusche, Ribana Roscher (2022)
    Occlusion sensitivity analysis of neural network architectures for eddy detection
    IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
  • Günder, M., Ispizua Yamati, F.R., Kierdorf, J., Roscher, R., Mahlein, A.K., Bauckhage, C. (2022)
    Agricultural plant cataloging and establishment of a data framework from UAV-based crop images by computer vision
    GigaScience, Volume 11
  • Kierdorf, J., Junker‐Frohn, L.V., Delaney, M., Donoso Olave, M., Burkart, A., Jaenicke, H., Muller, O., Rascher, U., Roscher, R. (2022)
    GrowliFlower: An image time‐series dataset for GROWth analysis of cauLIFLOWER
    Journal of Field Robotics
  • Kierdorf, J., Weber, I., Kicherer, A., Zabawa, L., Drees, L., Roscher, R. (2022)
    Behind the Leaves: Estimation of Occluded Grapevine Berries With Conditional Generative Adversarial Networks
    Frontiers in Artificial Intelligence
  • Leonhardt, J., Drees, L., Jung, P., Roscher, R. (2022)
    Probabilistic Biomass Estimation with Conditional Generative Adversarial Networks
    Andres, B., Bernard, F., Cremers, D., Frintrop, S., Goldlücke, B., Ihrke, I. (eds) Pattern Recognition. DAGM GCPR 2022. Lecture Notes in Computer Science, vol 13485. Springer, Cham.
  • M. Babadi, S. I. Pour, R. Roscher, A. Amiri-Simkooei, and H. Karimi (2022)
    Long-term drought monitoring of the Zayandehrud River basin (central Iran) using hydroclimatological models and satellite observations
    Journal of Applied Remote Sensing, vol. 16, iss. 1, p. 14504
  • Marashdeh, Q., Drees, L., Roscher, R. (2022)
    Semantic UAV Image Segmentation of Mixed Cropping Fields
    Dreiländertagung der DGPF, der OVG und der SGPF in Dresden - Publikationen der DGPF, Band 30, S. 140-148
  • Miranda, M., Drees, L., Roscher, R. (2022)
    Controlled Multi-modal Image Generation for Plant Growth Modeling
    26th International Conference on Pattern Recognition (ICPR) (pp. 5118-5124). IEEE.
  • S. Stadtler, C. Betancourt, and R. Roscher (2022)
    Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset
    Machine Learning and Knowledge Extraction, vol. 4, iss. 1, p. 150–171


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