Tuia, Devis

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

Zhu, X. X., Tuia, D., Mou, L., Xia, G.-S., Zhang, L., Xu, F., & Fraundorfer, F. (2017) · IEEE Geoscience and Remote Sensing Magazine

Remote-Sensing Image ClassificationRemote Sensing and Land Use

Cited by 3,400

Perspectives in machine learning for wildlife conservation

Tuia, D., Kellenberger, B., Beery, S., Costelloe, B. R., Zuffi, S., Risse, B., Mathis, A., Mathis, M. W., van Langevelde, F., Burghardt, T., et al. (2022) · Nature Communications

Wildlife Ecology and ConservationSpecies Distribution and Climate Change

Cited by 740

Detecting mammals in UAV images: best practices to address a substantially imbalanced dataset with deep learning

Kellenberger, B., Marcos, D., & Tuia, D. (2018) · Remote Sensing of Environment

Advanced Neural Network ApplicationsWildlife Ecology and Conservation

Cited by 335

RSVQA: Visual Question Answering for Remote Sensing Data

Lobry, S., Marcos, D., Murray, J., & Tuia, D. (2020) · IEEE Transactions on Geoscience and Remote Sensing

Multimodal Machine Learning ApplicationsRemote-Sensing Image Classification

Cited by 305

Detecting animals in African Savanna with UAVs and the crowds

Rey, N., Volpi, M., Joost, S., & Tuia, D. (2017) · Remote Sensing of Environment

Wildlife Ecology and ConservationAdvanced Neural Network Applications

Cited by 150

Multiclass feature learning for hyperspectral image classification: Sparse and hierarchical solutions

Tuia, D., Flamary, R., & Courty, N. (2015) · ISPRS Journal of Photogrammetry and Remote Sensing

Remote-Sensing Image ClassificationSpectroscopy and Chemometric Analyses

Cited by 102

When a Few Clicks Make All the Difference: Improving Weakly-Supervised Wildlife Detection in UAV Images

Kellenberger, B., Marcos, D., & Tuia, D. (2019) · 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)

Advanced Neural Network ApplicationsDomain Adaptation and Few-Shot Learning

Cited by 33

Large Language Models for Captioning and Retrieving Remote Sensing Images

Silva, J. D., Magalhães, J., Tuia, D., & Martins, B. (2024) · arXiv

Multimodal Machine Learning ApplicationsAdvanced Image and Video Retrieval Techniques

Cited by 20