Collection
ROS2 thermal imaging
Thermal imagery published through ROS2 in C++ and Python, with GPS geotagging folded directly into the field workflow.
Curation
Representative subsets
ROI filtering, detector embeddings, UMAP, HDBSCAN, and grouped splits used to shrink annotation batches without losing coverage.
Robotics field tooling + sensing
PerPlant combined ROS2 field sensing with cleaner computer-vision dataset workflows.
This is closest to the robotics-software story: wiring sensing into field collection, carrying metadata through the workflow, and building data tools that make downstream perception work less brittle.








