Please note that the publication lists from Infoscience integrated into the EPFL website, lab or people pages are frozen following the launch of the new version of platform. The owners of these pages are invited to recreate their publication list from Infoscience. For any assistance, please consult the Infoscience help or contact support.
2024
Measuring and shaping the nutritional environment via food sales logs: case studies of campus-wide food choice and a call to action
Frontiers In Nutrition. 2024-06-04. Vol. 11, p. 1231070. DOI : 10.3389/fnut.2024.1231070.Mapping drivers of tropical forest loss with satellite image time series and machine learning
Environmental Research Letters. 2024-06-01. Vol. 19, num. 6, p. 064053. DOI : 10.1088/1748-9326/ad44b2.Regional uniqueness of tree species composition and response to forest loss and climate change
Nature Communications. 2024-05-31. Vol. 15, num. 1, p. 4375. DOI : 10.1038/s41467-024-48276-3.WildCLIP: Scene and Animal Attribute Retrieval from Camera Trap Data with Domain-Adapted Vision-Language Models
International Journal Of Computer Vision. 2024-04-24. DOI : 10.1007/s11263-024-02026-6.Fungal community composition predicts forest carbon storage at a continental scale
Nature Communications. 2024-03-16. Vol. 15, num. 1, p. 2385. DOI : 10.1038/s41467-024-46792-w.Multi-temporal forest monitoring in the Swiss Alps with knowledge-guided deep learning
Remote Sensing Of Environment. 2024-03-14. Vol. 305, p. 114109. DOI : 10.1016/j.rse.2024.114109.Scalable semantic 3D mapping of coral reefs with deep learning
Methods In Ecology And Evolution. 2024-03-14. DOI : 10.1111/2041-210X.14307.Where the White Continent Is Blue: Deep Learning Locates Bare Ice in Antarctica
Geophysical Research Letters. 2024-02-16. Vol. 51, num. 3, p. e2023GL106285. DOI : 10.1029/2023GL106285.Meta-learning to address diverse Earth observation problems across resolutions
Communications Earth & Environment. 2024-01-12. Vol. 5, num. 1, p. 37. DOI : 10.1038/s43247-023-01146-0.On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning
Ecological Informatics. 2024. p. 102623. DOI : 10.1016/j.ecoinf.2024.102623.Please note that the publication lists from Infoscience integrated into the EPFL website, lab or people pages are frozen following the launch of the new version of platform. The owners of these pages are invited to recreate their publication list from Infoscience. For any assistance, please consult the Infoscience help or contact support.
2023
Short-term runoff forecasting in an alpine catchment with a long short-term memory neural network
Frontiers in Water. 2023-04-19. Vol. 5. DOI : 10.3389/frwa.2023.1126310.Social media and deep learning reveal specific cultural preferences for biodiversity
People and Nature. 2023-02-19. Vol. 5, num. 3, p. 981-998. DOI : 10.1002/pan3.10466.End-to-end learned early classification of time series for in-season crop type mapping
ISPRS Journal of Photogrammetry and Remote Sensing. 2023-01-25. Vol. 196, p. 445-456. DOI : 10.1016/j.isprsjprs.2022.12.016.Predicting the liveability of Dutch cities with aerial images and semantic intermediate concepts
Remote Sensing of Environment. 2023-01-25. Vol. 287, p. 113454. DOI : 10.1016/j.rse.2023.113454.Large-scale detection of marine debris in coastal areas with Sentinel-2
iScience. 2023. Vol. 26, num. 12, p. 108402. DOI : 10.1016/j.isci.2023.108402.Stay close, but not too close: aerial image analysis reveals patterns of social distancing in seal colonies
Royal Society Open Science. 2023. Vol. 10, num. 8. DOI : 10.1098/rsos.230269.Please note that the publication lists from Infoscience integrated into the EPFL website, lab or people pages are frozen following the launch of the new version of platform. The owners of these pages are invited to recreate their publication list from Infoscience. For any assistance, please consult the Infoscience help or contact support.
2022
Geoinformation Harvesting From Social Media Data: A community remote sensing approach
Ieee Geoscience And Remote Sensing Magazine. 2022-12-01. Vol. 10, num. 4, p. 150-180. DOI : 10.1109/MGRS.2022.3219584.Fine-grained population mapping from coarse census counts and open geodata
Scientific Reports. 2022-12-01. Vol. 12, num. 1. DOI : 10.1038/s41598-022-24495-w.Gradient-Based Learning of Discrete Structured Measurement Operators for Signal Recovery
IEEE Journal on Selected Areas in Information Theory. 2022-11-11. Vol. 3, num. 3, p. 481-492. DOI : 10.1109/JSAIT.2022.3221644.Attribute Prediction as Multiple Instance Learning
Transactions on Machine Learning Research. 2022-09-06. Vol. 08.Mapping forest in the Swiss Alps treeline ecotone with explainable deep learning
Remote Sensing of Environment. 2022-09-02. Vol. 281, p. 113217. DOI : 10.1016/j.rse.2022.113217.Perspectives in machine learning for wildlife conservation
Nature Communications. 2022-02-09. Vol. 13, num. 1, p. 792. DOI : 10.1038/s41467-022-27980-y.A Semisupervised CRF Model for CNN-Based Semantic Segmentation With Sparse Ground Truth
IEEE Transactions On Geoscience And Remote Sensing. 2022-01-19. Vol. 60, num. 5606315. DOI : 10.1109/TGRS.2021.3095832.Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current Approaches, Open Challenges, and Future Opportunities
IEEE Geoscience And Remote Sensing Magazine. 2022-01-13. Vol. 10, num. 2, p. 172 – 200. DOI : 10.1109/MGRS.2021.3136100.Civil war hinders crop production and threatens food security in Syria
Nature Food. 2022-01-10. Vol. 3, num. 1, p. 38-+. DOI : 10.1038/s43016-021-00432-4.Semantic Segmentation of Remote Sensing Images With Sparse Annotations
Ieee Geoscience And Remote Sensing Letters. 2022-01-01. Vol. 19, p. 1-5, 8006305. DOI : 10.1109/LGRS.2021.3051053.Please note that the publication lists from Infoscience integrated into the EPFL website, lab or people pages are frozen following the launch of the new version of platform. The owners of these pages are invited to recreate their publication list from Infoscience. For any assistance, please consult the Infoscience help or contact support.
2021
deSpeckNet: Generalizing Deep Learning-Based SAR Image Despeckling
IEEE Transactions on Geoscience and Remote Sensing. 2021-12-06. Vol. 60, num. 5200315, p. 1-15. DOI : 10.1109/TGRS.2020.3042694.Counting using deep learning regression gives value to ecological surveys
Scientific Reports. 2021-12-01. Vol. 11, num. 1, p. 1-12, 23209. DOI : 10.1038/s41598-021-02387-9.Social media and deep learning capture the aesthetic quality of the landscape
Scientific Reports. 2021-10-08. Vol. 11, p. 1-11, 20000. DOI : 10.1038/s41598-021-99282-0.Toward a Collective Agenda on AI for Earth Science Data Analysis
IEEE Geoscience and Remote Sensing Magazine. 2021-06-16. Vol. 9, num. 2, p. 88-104. DOI : 10.1109/MGRS.2020.3043504.Muti-modal learning in photogrammetry and remote sensing
Isprs Journal Of Photogrammetry And Remote Sensing. 2021-06-01. Vol. 176, p. 54-54. DOI : 10.1016/j.isprsjprs.2021.03.022.OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing
Ieee Geoscience And Remote Sensing Magazine. 2021-03-01. Vol. 9, num. 1, p. 184-199. DOI : 10.1109/MGRS.2020.2994107.Wasserstein Adversarial Regularization for learning with label noise
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2021. p. 1-1. DOI : 10.1109/TPAMI.2021.3094662.Deploying machine learning to assist digital humanitarians: making image annotation in OpenStreetMap more efficient
International Journal of Geographical Information Science. 2021. Vol. 35, num. 9, p. 1725-1745. DOI : 10.1080/13658816.2020.1814303.On the relation between landscape beauty and land cover: A case study in the U.K. at Sentinel-2 resolution with interpretable AI
ISPRS Journal of Photogrammetry and Remote Sensing. 2021. Vol. 177, p. 194-203. DOI : 10.1016/j.isprsjprs.2021.04.020.21 000 birds in 4.5 h: efficient large‐scale seabird detection with machine learning
Remote Sensing in Ecology and Conservation. 2021. Vol. 7, num. 3, p. 445-460. DOI : 10.1002/rse2.200.Please note that the publication lists from Infoscience integrated into the EPFL website, lab or people pages are frozen following the launch of the new version of platform. The owners of these pages are invited to recreate their publication list from Infoscience. For any assistance, please consult the Infoscience help or contact support.