Marc Rußwurm
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Marc Rußwurm

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 https://orcid.org/0000-0001-6612-5744
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    • 2025

      SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery

      Klemmer, K., Rolf, E., Robinson, C., Mackey, L. & Rußwurm, M., 11 Apr 2025, Proceedings of the 39th annual AAAI conference on artificial intelligence: AAAI-25 Technical tracks. Walsh, T., Shah, J. & Kolter, Z. (eds.). 4 ed. Washington DC: AAAI Press, Vol. 39. p. 4347-4355 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      Open Access
    • 2024

      Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks

      Rußwurm, M., Klemmer, K., Rolf, E., Zbinden, R. & Tuia, D., 2024. 14 p.

      Research output: Contribution to conference › Conference paper › Academic › peer-review

      Open Access
      10 Citations (Scopus)

    • Spatially far, Ecologically close: Evaluating Extrapolation on Vegetation Forecasting Models

      Robin, C., Weynants, M., Benson, V., Carvalhais, N., Rußwurm, M. & Reichstein, M., 2024. 8 p.

      Research output: Contribution to conference › Conference paper › Academic

      Open Access
    • 2023

      Classification of Tropical Deforestation Drivers with Machine Learning and Satellite Image Time Series

      Pisl, J., Hughes, L. H., Rußwurm, M. & Tuia, D., 2023, IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. IEEE, p. 911-914 4 p. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2023-July).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      2 Citations (Scopus)

    • Detection of settlements in tanzania and mozambique by many regional few-shot models

      Rußwurm, M., Hughes, L. H., Pasquali, G., Dumitru, C. O. & Tuia, D., 2023, IGARSS 2023-2023 IEEE International Geoscience and Remote Sensing Symposium. IEEE, p. 522-525 4 p.

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      1 Citation (Scopus)

    • Improving Few-Shot Object Detection with Object Part Proposals

      Chevalley, A., Tomoiaga, C., Detyniecki, M., Rußwurm, M. & Tuia, D., 2023, IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. IEEE, p. 6502-6505 4 p. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2023-July).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

    • Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management

      Antropov, O., Molinier, M., Kuzu, R. S., Hughes, L., Rußwurm, M., Tuia, D., Dumitru, C. O., Ge, S., Saha, S. & Zhu, X. X., 2023, IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. IEEE, p. 650-653 4 p. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2023-July).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      2 Citations (Scopus)
    • 2022

      Humans are Poor Few-Shot Classifiers for Sentinel-2 Land Cover

      Rußwurm, M., Wang, S. & Tuia, D., 2022, IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium. IEEE, p. 4859-4862 4 p. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2022-July).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      2 Citations (Scopus)

    • Time Dependent Image Generation of Plants from Incomplete Sequences with CNN-Transformer

      Drees, L., Weber, I., Rußwurm, M. & Roscher, R., 24 Sept 2022, Pattern Recognition: 44th DAGM German Conference, DAGM GCPR 2022, Proceedings. Andres, B., Bernard, F., Cremers, D., Frintrop, S., Goldlücke, B. & Ihrke, I. (eds.). Cham: Springer, p. 495-510 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13485 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      6 Citations (Scopus)
    • 2021

      DENETHOR: The DynamicEarthNET dataset for Harmonized, inter-Operable, analysis-Ready, daily crop monitoring from space

      Kondmann, L., Toker, A., Rußwurm, M., Camero, A., Peressuti, D., Milcinski, G., Longépé, N., Mathieu, P.-P., Davis, T., Marchisio, G., Leal-Taixé, L. & Zhu, X. X., 2021. 13 p.

      Research output: Contribution to conference › Conference paper › Academic › peer-review

      Open Access

    • Detecting Macro Floating Objects on Coastal Water Bodies using Sentinel-2 Data

      Carmo, R., Mifdal, J. & Rußwurm, M., 2021, OCEANS 2021: San Diego - Porto. IEEE, 7 p. (Oceans Conference Record (IEEE); vol. 2021-September).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      10 Citations (Scopus)

    • InSAR Displacement Time Series Mining: A Machine Learning Approach

      Ansari, H., Rußwurm, M., Ali, M., Montazeri, S., Parizzi, A. & Zhu, X. X., 2021, IGARSS 2021 - 2021 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. IEEE, p. 3301-3304 4 p. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2021-July).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      21 Citations (Scopus)

    • Towards detecting floating objects on a global scale with learned spatial features using sentinel 2

      Mifdal, J., Longepe, N. & Rußwurm, M., 17 Jun 2021, Congress "Imaging today, foreseeing tomorrow", Commission III. ISPRS, p. 285-293 9 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. V-3-2021).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      Open Access
      28 Citations (Scopus)
    • 2020

      BreizhCrops: a tome series dataset for crop type mapping

      Rußwurm, M., Pelletier, C., Zollner, M., Lefèvre, S. & Körner, M., 6 Aug 2020, XXIV ISPRS Congress, Commission II. Paparoditis, N., Mallet, C., Lafarge, F., Remondino, F., Toschi, I. & Fuse, T. (eds.). ISPRS, p. 1545-1551 7 p. (International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives; vol. XLIII-B2-2020).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      Open Access
      52 Citations (Scopus)

    • Meta-learning for few-shot land cover classification

      Rußwurm, M., Wang, S., Korner, M. & Lobell, D., Jun 2020, Proceedings - 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2020. IEEE, p. 788-796 9 p. 9150955. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2020-June).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      Open Access
      74 Citations (Scopus)

    • Meta-Learning For Few-Shot Time Series Classification

      Wang, S., Rußwurm, M., Körner, M. & Lobell, D. B., 2 Oct 2020, IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium. 9781728163741: IEEE, p. 7041-7044 4 p. 9441016

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      10 Citations (Scopus)

    • Model and Data Uncertainty for Satellite Time Series Forecasting with Deep Recurrent Models

      Rußwurm, M., Ali, M., Zhu, X. X., Gal, Y. & Korner, M., 26 Sept 2020, 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020 - Proceedings. IEEE, p. 7025-7028 4 p. 9323890. (International Geoscience and Remote Sensing Symposium (IGARSS)).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      21 Citations (Scopus)
    • 2019

      Early Classification for Agricultural Monitoring from Satellite Time Series

      Rußwurm, M., Tavenard, R., Lefèvre, S. & Körner, M., 2019. 5 p.

      Research output: Contribution to conference › Conference paper › Academic

      Open Access

    • Multi3Net: Segmenting flooded buildings via fusion of multiresolution, multisensor, and multitemporal satellite imagery

      Rudner, T. G. J., Rußwurm, M., Fil, J., Pelich, R., Bischke, B., Kopacková, V. & Bilinski, P., 17 Jul 2019, 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019. AAAI Press, p. 702-709 8 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 33, no. 1).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      Open Access
      86 Citations (Scopus)

    • Sequential Recurrent Encoders for Land Cover Mapping in the Brazilian Amazon Using Modis Imagery and Auxiliary Datasets

      Coca-Castro, A., Rußwurm, M., Reymondin, L. & Mulligan, M., Jul 2019, 2019 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2019 - Proceedings. IEEE, p. 9843-9846 4 p. 8899114. (International Geoscience and Remote Sensing Symposium (IGARSS)).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      2 Citations (Scopus)
    • 2018

      Convolutional LSTMs for cloud-robust segmentation of remote sensing imagery

      Rußwurm, M. & Körner, M., 2018. 8 p.

      Research output: Contribution to conference › Conference paper › Academic

      Open Access

    • Rapid computer vision-aided disaster response via fusion of multiresolution, multisensor, and multitemporal satellite imagery

      Rudner, T. G. J., Rußwurm, M., Fil, J., Pelich, R., Bischke, B., Kopacková, V. & Bilinski, P., 2018. 6 p.

      Research output: Contribution to conference › Conference paper › Academic

      Open Access
    • 2017

      Temporal Vegetation Modelling Using Long Short-Term Memory Networks for Crop Identification from Medium-Resolution Multi-spectral Satellite Images

      Rußwurm, M. & Korner, M., 22 Aug 2017, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2017. IEEE, p. 1496-1504 9 p. 8014927. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2017-July).

      Research output: Chapter in Book/Report/Conference proceeding › Conference paper › Academic › peer-review

      184 Citations (Scopus)