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Vivien Sainte Fare Garnot
Vivien Sainte Fare Garnot
PostDoctoral Researcher - EcoVision Lab - University of Zürich
Verificeret mail på ics.uzh.ch
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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
2122020
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
1902021
Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series
VSF Garnot, L Landrieu
Advanced Analytics and Learning on Temporal Data: 5th ECML PKDD Workshop …, 2020
1112020
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
932022
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
722019
Leveraging Class Hierarchies with Metric-Guided Prototype Learning
L Landrieu, VSF Garnot
British Machine Vision Conference (BMVC), 2021
42*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
392023
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
152023
Coupled Climate-Economic Modes in the Sahel's Interannual Variability
VSF Garnot, A Groth, M Ghil
Ecological economics 153, 111-123, 2018
112018
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
102024
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
102023
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
72023
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
62022
Sat-SINR: High-Resolution Species Distribution Models Through Satellite Imagery
J Dollinger, P Brun, V Sainte Fare Garnot, JD Wegner
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information …, 2024
52024
Uncertainty Voting Ensemble for Imbalanced Deep Regression
Y Jiang, VSF Garnot, K Schindler, JD Wegner
arXiv preprint arXiv:2305.15178, 2023
3*2023
An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series
O Dietrich, T Peters, VSF Garnot, V Sticher, TTT Whelan, K Schindler, ...
arXiv preprint arXiv:2406.02506, 2024
12024
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
12023
Deep learning meets tree phenology modeling: PhenoFormer vs. process-based models
VSF Garnot, L Spafford, J Lever, C Sigg, B Pietragalla, Y Vitasse, ...
arXiv preprint arXiv:2410.23327, 2024
2024
Tackling deforestation with deep-learning-based cattle counts on satellite images
L Hodel, J Wegner, VSF Garnot, F Rocha-Gomes, J Valentim, R Garrett
2024
SwissPhenoCam: Country-scale automated tree-phenology tracking from webcam imagery.
V Sainte Fare Garnot, M de Boer, L Spafford, J Lever, C Sigg, ...
EGU General Assembly Conference Abstracts, 10858, 2024
2024
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