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2020 – today
- 2024
[j3]Valentin Gabeff
, Marc Rußwurm, Devis Tuia, Alexander Mathis:
WildCLIP: Scene and Animal Attribute Retrieval from Camera Trap Data with Domain-Adapted Vision-Language Models. Int. J. Comput. Vis. 132(9): 3770-3786 (2024)- [c14]Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia:
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks. ICLR 2024 - [i13]Robin Zbinden, Nina Van Tiel, Marc Rußwurm, Devis Tuia:
Imbalance-aware Presence-only Loss Function for Species Distribution Modeling. CoRR abs/2403.07472 (2024) - 2023
- [c13]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: 522-525 - [c12]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: 650-653 - [c11]Jan Pisl, Lloyd Haydn Hughes, Marc Rußwurm, Devis Tuia:
Classification of Tropical Deforestation Drivers with Machine Learning and Satellite Image Time Series. IGARSS 2023: 911-914 - [c10]Arthur Chevalley, Ciprian Tomoiaga, Marcin Detyniecki, Marc Rußwurm, Devis Tuia:
Improving Few-Shot Object Detection with Object Part Proposals. IGARSS 2023: 6502-6505 - [i12]Marc Rußwurm, Sushen Jilla Venkatesa, Devis Tuia:
Large-scale Detection of Marine Debris in Coastal Areas with Sentinel-2. CoRR abs/2307.02465 (2023) - [i11]Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia:
Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks. CoRR abs/2310.06743 (2023) - [i10]Konstantin Klemmer, Esther Rolf, Caleb Robinson, Lester Mackey, Marc Rußwurm:
SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery. CoRR abs/2311.17179 (2023) - [i9]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 abs/2312.05327 (2023) - 2022
- [b1]Marc Rußwurm:
Data-Driven Feature Learning with Discriminative Models for Satellite Time Series. Technical University of Munich, Germany, 2022 - [c9]Lukas Drees, Immanuel Weber, Marc Rußwurm, Ribana Roscher:
Time Dependent Image Generation of Plants from Incomplete Sequences with CNN-Transformer. GCPR 2022: 495-510 - [c8]Marc Rußwurm, Sherrie Wang, Devis Tuia:
Humans are Poor Few-Shot Classifiers for Sentinel-2 Land Cover. IGARSS 2022: 4859-4862 - 2021
- [c7]Homa Ansari, Marc Rußwurm, Mohsin Ali, Sina Montazeri, Alessandro Parizzi, Xiao Xiang Zhu:
InSAR Displacement Time Series Mining: A Machine Learning Approach. IGARSS 2021: 3301-3304 - [c6]Lukas Kondmann, Aysim Toker, Marc Rußwurm, Andrés Camero, Devis Peressutti, 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 - 2020
- [j2]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: 118:1-118:6 (2020) - [c5]Marc Rußwurm, Sherrie Wang, Marco Körner, David B. Lobell:
Meta-Learning for Few-Shot Land Cover Classification. CVPR Workshops 2020: 788-796 - [c4]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: 7025-7028 - [i8]Marc Rußwurm, Sherrie Wang, Marco Körner, David B. Lobell:
Meta-Learning for Few-Shot Land Cover Classification. CoRR abs/2004.13390 (2020)
2010 – 2019
- 2019
- [c3]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: 702-709 - [c2]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: 9843-9846 - [i7]Marc Rußwurm, Sébastien Lefèvre, Nicolas Courty, Rémi Emonet, Marco Körner, Romain Tavenard:
End-to-end Learning for Early Classification of Time Series. CoRR abs/1901.10681 (2019) - [i6]Marc Rußwurm, Sébastien Lefèvre, Marco Körner:
BreizhCrops: A Satellite Time Series Dataset for Crop Type Identification. CoRR abs/1905.11893 (2019) - [i5]Marc Rußwurm, Romain Tavenard, Sébastien Lefèvre, Marco Körner:
Early Classification for Agricultural Monitoring from Satellite Time Series. CoRR abs/1908.10283 (2019) - [i4]Marc Rußwurm, Marco Körner:
Self-Attention for Raw Optical Satellite Time Series Classification. CoRR abs/1910.10536 (2019) - 2018
- [j1]Marc Rußwurm, Marco Körner:
Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders. ISPRS Int. J. Geo Inf. 7(4): 129 (2018) - [i3]Marc Rußwurm, Marco Körner:
Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders. CoRR abs/1802.02080 (2018) - [i2]Marc Rußwurm, Marco Körner:
Convolutional LSTMs for Cloud-Robust Segmentation of Remote Sensing Imagery. CoRR abs/1811.02471 (2018) - [i1]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. CoRR abs/1812.01756 (2018) - 2017
- [c1]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: 1496-1504
Coauthor Index
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