Marc Rußwurm

Dataset, January, 2024

Datasets for "Where the White Continent is blue: deep learning locates bare ice in Antarctica".

[BibT_eX]

[DOI]

Benjamin Kellenberger

Stef Lhermitte

Maaike Izeboud

Dataset, January, 2024

WildCLIP: Scene and animal attribute retrieval from camera trap data with domain-adapted vision-language models.

[BibT_eX]

[DOI]

Dataset, January, 2024

Imbalance-aware Presence-only Loss Function for Species Distribution Modeling.

[BibT_eX]

[DOI]

CoRR, 2024

Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Data-Centric Machine Learning for Geospatial Remote Sensing Data.

[BibT_eX]

[DOI]

Jefersson A. dos Santos

CoRR, 2023

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

[BibT_eX]

[DOI]

CoRR, 2023

Large-scale Detection of Marine Debris in Coastal Areas with Sentinel-2.

[BibT_eX]

[DOI]

Sushen Jilla Venkatesa

CoRR, 2023

Detection of Settlements in Tanzania and Mozambique by Many Regional Few-Shot Models.

[BibT_eX]

[DOI]

Corneliu Octavian Dumitru

Lloyd Haydn Hughes

Giorgio Pasquali

Corneliu Octavian Dumitru

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

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

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Improving Few-Shot Object Detection with Object Part Proposals.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

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

[BibT_eX]

[DOI]

Shaojia Ge

Sudipan Saha

Xiao Xiang Zhu

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022

Data-Driven Feature Learning with Discriminative Models for Satellite Time Series.

[BibT_eX]

[DOI]

PhD thesis, 2022

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

[BibT_eX]

[DOI]

Sherrie Wang

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

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

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition, 2022

2021

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

[BibT_eX]

[DOI]

Pierre-Philippe Mathieu

Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1, 2021

InSAR Displacement Time Series Mining: A Machine Learning Approach.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020

Tslearn, A Machine Learning Toolkit for Time Series Data.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2020

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

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Meta-Learning for Few-Shot Land Cover Classification.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019

Self-Attention for Raw Optical Satellite Time Series Classification.

[BibT_eX]

[DOI]

CoRR, 2019

Early Classification for Agricultural Monitoring from Satellite Time Series.

[BibT_eX]

[DOI]

CoRR, 2019

BreizhCrops: A Satellite Time Series Dataset for Crop Type Identification.

[BibT_eX]

[DOI]

Sébastien Lefèvre

CoRR, 2019

End-to-end Learning for Early Classification of Time Series.

[BibT_eX]

[DOI]

CoRR, 2019

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

[BibT_eX]

[DOI]

Alejandro Coca-Castro

Louis Reymondin

Mark Mulligan

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multi3Net: Segmenting Flooded Buildings via Fusion of Multiresolution, Multisensor, and Multitemporal Satellite Imagery.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders.

[BibT_eX]

[DOI]

ISPRS Int. J. Geo Inf., 2018

Multi<sup>3</sup>Net: Segmenting Flooded Buildings via Fusion of Multiresolution, Multisensor, and Multitemporal Satellite Imagery.

[BibT_eX]

[DOI]

CoRR, 2018

Convolutional LSTMs for Cloud-Robust Segmentation of Remote Sensing Imagery.

[BibT_eX]

[DOI]

CoRR, 2018

2017

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

[BibT_eX]

[DOI]