A synthetic driving dataset with continuously changing conditions for studying domain adaptation and multitask perception.
Testing whether deterministic uncertainty estimates remain reliable under distribution shifts and in dense prediction tasks.
Leveraging crowdsourced GPS data to improve and support road extraction from aerial imagery.
Combining satellite imagery with GPS data to improve road extraction quality
Stacked U-Nets, auxiliary supervision, and topology-aware post-processing for extracting connected roads from satellite imagery.