Vivien Sainte Fare Garnot
Vivien Sainte Fare Garnot
PostDoctoral Researcher - EcoVision Lab - University of Zürich
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Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention
VSF Garnot, L Landrieu, S Giordano, N Chehata
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks
VSF Garnot, L Landrieu
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series
VSF Garnot, L Landrieu
arXiv e-prints, arXiv: 2007.00586, 2020
Time-Space tradeoff in deep learning models for crop classification on satellite multi-spectral image time series
VSF Garnot, L Landrieu, S Giordano, N Chehata
IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019
Multi-modal temporal attention models for crop mapping from satellite time series
VSF Garnot, L Landrieu, N Chehata
ISPRS Journal of Photogrammetry and Remote Sensing 187, 294-305, 2022
Leveraging Class Hierarchies with Metric-Guided Prototype Learning
L Landrieu, VSF Garnot
British Machine Vision Conference (BMVC), 2021
UnCRtainTS: Uncertainty quantification for cloud removal in optical satellite time series
P Ebel, VSF Garnot, M Schmitt, JD Wegner, XX Zhu
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
Coupled Climate-Economic Modes in the Sahel's Interannual Variability
VSF Garnot, A Groth, M Ghil
Ecological economics 153, 111-123, 2018
U-TILISE: A Sequence-to-Sequence Model for Cloud Removal in Optical Satellite Time Series
C Stucker, VSF Garnot, K Schindler
IEEE Transactions on Geoscience and Remote Sensing 61, 1-16, 2023
Towards ROXAS AI: Deep learning for faster and more accurate conifer cell analysis
M Katzenmaier, VSF Garnot, J Björklund, L Schneider, JD Wegner, ...
Dendrochronologia 81, 126126, 2023
Deforestation detection in the Amazon with sentinel-1 SAR image time series
K Karaman, V Sainte Fare Garnot, JD Wegner
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information …, 2023
Predicting Dyslexia in Adolescents from Eye Movements during Free Painting Viewing
AE El Hmimdi, LM Ward, T Palpanas, V Sainte Fare Garnot, Z Kapoula
Brain Sciences 12 (8), 1031, 2022
SwissPhenoCam: Country-scale automated tree-phenology tracking from webcam imagery.
VSF Garnot, M de Boer, L Spafford, J Lever, C Sigg, B Pietragalla, ...
EGU24, 2024
Deep Learning-Based Detection of Learning Disorders on a Large Scale Dataset of Eye Movement Records
AE El Hmimdi, Z Kapoula, V Sainte Fare Garnot
BioMedInformatics 4 (1), 519-541, 2024
Accuracy and consistency of space-based vegetation height maps for forest dynamics in alpine terrain
Y Jiang, M Rüetschi, VSF Garnot, M Marty, K Schindler, C Ginzler, ...
Science of Remote Sensing 8, 100099, 2023
Mixture of Experts with Uncertainty Voting for Imbalanced Deep Regression Problems
Y Jiang, VSF Garnot, K Schindler, JD Wegner
arXiv preprint arXiv:2305.15178, 2023
Learning Spatio-temporal Representations of Satellite Time Series for Large-scale Crop Mapping
VSF Garnot
University Gustave Eiffel, 2022
Detecting War Destruction in Ukraine using Sentinel-1 Time-Series
O Dietrich, T Peters, VSF Garnot, K Schindler, JD Wegner
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