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Current Projects
BARC: Learning to Regress 3D Dog Shape from Images by Exploiting Breed Information
Automatic Drone Tracking and 3D Trajectory Reconstruction
Registration of 3D Point Clouds with Low Overlap
Geometric Deep Learning for Point Cloud Processing
Deep Snow: Deep Learning for Snow Depth Monitoring
4Real: real-time urban pluvial flood forecasting
Shade-Tree Cover and Carbon Stock Assessment for Cocoa Agroforests
Large-Scale Crop Classification from Satellite Images
Deep Residual Stereo Reconstruction for Urban City Modeling
Unsupervised Transformation between Image Pixels and 3D Representations
Biodiversity Estimation from Satellite Images
Yield Prediction with Satellite Images and Machine Learning
Automated Large-scale High Carbon Stock Estimation from Space
Combining Deep Learning and Social Media Data for Flood Water Height Estimation
Learned Multi-View Texture Super-Resolution
Learning the Similarity for Classification
3D Scene Understanding
Volumetric Fluid Flow Estimation
Cataloging Public Objects at City-Scale from Aerial and Street-level Images
Large-Scale Deep Learning for Automatic Generation of Online Maps
Completed Projects
Integrated Lake Ice Monitoring and Generation of Sustainable, Reliable, Long Time-Series
Integrated Monitoring of Ice in selected Swiss Lakes
Massively Parallel Multiview Stereopsis by Surface Normal Diffusion
Hyperspectral Image Super-Resolution
Semantic 3D Reconstruction of Urban Scenes
Pixel-accurate Semantic Segmentation of Aerial Images with fully convolutional neural Nets
Reasoning in Large-Scale Urban Areas
Automatic registration of partially overlapping terrestrial laser scanner point clouds
Super-Resolution of Multispectral Multiresolution Sensors
Beyond Hand-Crafted Features in Remote Sensing
Conditional Random Field models for road network extraction
Globally Optimal Multi-target Tracking
High-level 3D object and scene modeling from single views
Piecewise Rigid Scene Flow
Predicting Matchability
VINO - Visual Northkeeping
VocMatch: Efficient Multiview Correspondence for Structure from Motion
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