Marc Rußwurm

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 29

Top Topics

Top Venues

J. Mach. Learn. Res.

Publications

Robin Zbinden, Nina Van Tiel, Marc Rußwurm, Devis Tuia
Imbalance-aware Presence-only Loss Function for Species Distribution Modeling. CoRR (2024)
Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks. ICLR (2024)
Marc Rußwurm, Sushen Jilla Venkatesa, Devis Tuia
Large-scale Detection of Marine Debris in Coastal Areas with Sentinel-2. CoRR (2023)
Arthur Chevalley, Ciprian Tomoiaga, Marcin Detyniecki, Marc Rußwurm, Devis Tuia
Improving Few-Shot Object Detection with Object Part Proposals. IGARSS (2023)
Ribana Roscher, Marc Rußwurm, Caroline Gevaert, Michael Kampffmeyer, Jefersson A. dos Santos, Maria Vakalopoulou, Ronny Hänsch, Stine Hansen, Keiller Nogueira, Jonathan Prexl, Devis Tuia
Data-Centric Machine Learning for Geospatial Remote Sensing Data. CoRR (2023)
Oleg Antropov, Matthieu Molinier, Ridvan Salih Kuzu, Lloyd H. Hughes, Marc Rußwurm, Devis Tuia, Corneliu Octavian Dumitru, Shaojia Ge, Sudipan Saha, Xiao Xiang Zhu
Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management. IGARSS (2023)
Jan Pisl, Lloyd Haydn Hughes, Marc Rußwurm, Devis Tuia
Classification of Tropical Deforestation Drivers with Machine Learning and Satellite Image Time Series. IGARSS (2023)
Konstantin Klemmer, Esther Rolf, Caleb Robinson, Lester Mackey, Marc Rußwurm
SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery. CoRR (2023)
Marc Rußwurm, Lloyd Haydn Hughes, Giorgio Pasquali, Corneliu Octavian Dumitru, Devis Tuia
Detection of Settlements in Tanzania and Mozambique by Many Regional Few-Shot Models. IGARSS (2023)
Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks. CoRR (2023)
Lukas Drees, Immanuel Weber, Marc Rußwurm, Ribana Roscher
Time Dependent Image Generation of Plants from Incomplete Sequences with CNN-Transformer. GCPR (2022)
Marc Rußwurm, Sherrie Wang, Devis Tuia
Humans are Poor Few-Shot Classifiers for Sentinel-2 Land Cover. IGARSS (2022)
Lukas Kondmann, Aysim Toker, Marc Rußwurm, Andrés Camero, Devis Peressuti, Grega Milcinski, Pierre-Philippe Mathieu, Nicolas Longépé, Timothy Davis, Giovanni Marchisio, Laura Leal-Taixé, Xiaoxiang Zhu
DENETHOR: The DynamicEarthNET dataset for Harmonized, inter-Operable, analysis-Ready, daily crop monitoring from space. NeurIPS Datasets and Benchmarks (2021)
Homa Ansari, Marc Rußwurm, Mohsin Ali, Sina Montazeri, Alessandro Parizzi, Xiao Xiang Zhu
InSAR Displacement Time Series Mining: A Machine Learning Approach. IGARSS (2021)
Marc Rußwurm, Mohsin Ali, Xiaoxiang Zhu, Yarin Gal, Marco Körner
Model and Data Uncertainty for Satellite Time Series Forecasting with Deep Recurrent Models. IGARSS (2020)
Marc Rußwurm, Sherrie Wang, Marco Körner, David B. Lobell
Meta-Learning for Few-Shot Land Cover Classification. CVPR Workshops (2020)
Marc Rußwurm, Sherrie Wang, Marco Körner, David B. Lobell
Meta-Learning for Few-Shot Land Cover Classification. CoRR (2020)
Romain Tavenard, Johann Faouzi, Gilles Vandewiele, Felix Divo, Guillaume Androz, Chester Holtz, Marie Payne, Roman Yurchak, Marc Rußwurm, Kushal Kolar, Eli Woods
Tslearn, A Machine Learning Toolkit for Time Series Data. J. Mach. Learn. Res. 21 (2020)
Marc Rußwurm, Marco Körner
Self-Attention for Raw Optical Satellite Time Series Classification. CoRR (2019)
Tim G. J. Rudner, Marc Rußwurm, Jakub Fil, Ramona Pelich, Benjamin Bischke, Veronika Kopacková, Piotr Bilinski
Multi3Net: Segmenting Flooded Buildings via Fusion of Multiresolution, Multisensor, and Multitemporal Satellite Imagery. AAAI (2019)
Marc Rußwurm, Romain Tavenard, Sébastien Lefèvre, Marco Körner
Early Classification for Agricultural Monitoring from Satellite Time Series. CoRR (2019)
Marc Rußwurm, Sébastien Lefèvre, Marco Körner
BreizhCrops: A Satellite Time Series Dataset for Crop Type Identification. CoRR (2019)
Marc Rußwurm, Sébastien Lefèvre, Nicolas Courty, Rémi Emonet, Marco Körner, Romain Tavenard
End-to-end Learning for Early Classification of Time Series. CoRR (2019)
Alejandro Coca-Castro, Marc Rußwurm, Louis Reymondin, Mark Mulligan
Sequential Recurrent Encoders for Land Cover Mapping in The Brazilian Amazon Using Modis Imagery and Auxiliary Datasets. IGARSS (2019)
Marc Rußwurm, Marco Körner
Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders. ISPRS Int. J. Geo Inf. 7 (4) (2018)
Marc Rußwurm, Marco Körner
Convolutional LSTMs for Cloud-Robust Segmentation of Remote Sensing Imagery. CoRR (2018)
Marc Rußwurm, Marco Körner
Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders. CoRR (2018)
Tim G. J. Rudner, Marc Rußwurm, Jakub Fil, Ramona Pelich, Benjamin Bischke, Veronika Kopacková, Piotr Bilinski
Net: Segmenting Flooded Buildings via Fusion of Multiresolution, Multisensor, and Multitemporal Satellite Imagery. CoRR (2018)
Marc Rußwurm, Marco Körner
Temporal Vegetation Modelling Using Long Short-Term Memory Networks for Crop Identification from Medium-Resolution Multi-spectral Satellite Images. CVPR Workshops (2017)