Teaching and thesis topics

Courses taught by ECEO

Projects currently available

Foundation model for hyperspectral imageryDownload
Explaining Multimodal Species Distribution ModelsDownload

Adapting a deep learning model for wild species and behavior recognition from camera trap videos to a new geographical regionDownload
From global to local: Modelling the distribution of butterfly species in
Switzerland and Belize [taken]Download

Bridging Remote Sensing Imagery with Natural Language via Normalizing Flows [taken]Download
Fluke-print detection for the aerial monitoring of whales [taken]Download

Exemples of past projects, completed at ECEO

Topography-aware Weather Forecasting in Europe: A Focus on Heatwaves [taken]Download
Improving an animal pose-estimation model for wildlife camera-trap imagery [taken]Download
Comparative Analysis of Satellite Sensor Data in Humanitarian Crisis Contexts [taken]Download
Analysis of Hyperbolic Embedding Spaces for Remote Sensing Change Detection [taken]Download
Consistent time series forecasting of future deforestation in the Amazon rainforest [taken]Download
Learning discrete and interpretable representation of environmental data for wildfire forecasting [taken] Download
Range shift of migratory butterflies under climate change [taken]Download
Integrating phylogeny into species distribution modelsDownload
Species distribution modelling with multi-modal deep learningDownload
3D Computer Vision for Underwater Videos of ReefsDownload
KG4GEO: A Knowledge Graph for the World GeographyDownload
Self-Supervised Learning from Satellite Images with a Joint-Embedding Predictive Architecture Download
Self-supervised pretraining for deforestation drivers classificationDownload
Human-in-the-loop deep learning for land cover mapping [J. Leuenberger (ETH), MSc thesis, Spring 2024] Download
Coral reefs monitoring [C. Sertic, MSc thesis, Fall 2023]Downloa
Segmentation of Marine Debris with a Few-Shot Learning Model [D. Gül, MSc thesis, Fall 2022]Download
Large-scale bird detection in aerial imagery using machine and deep learning [T. Patron, Semester project Spring 2022]Download

Forest mapping at the alpine treeline using weak labels
[A. De Jong, MSc thesis, fall 2021]Download
Efficient coconut mapping exploiting human-machine interaction [D. Schibli, Msc thesis, fall 2021]Download
Detecting wildlife with powerful deep representations and few training data
[X. Zheng, Msc thesis, spring 2021]Download
Characterise landuse in the Swiss Alps
[V. Zermatten, MSc thesis, fall 2020]Download