// publications & artifacts
Publications
Peer-reviewed papers, open datasets, and conference talks — every record links to the source, with its DOI.
- 3
- published
- 1
- paper
- 2
- open datasets
paperNature Scientific Data2026
156,001
annotated bark images
A large annotated bark-image benchmark that lets models identify tree species from bark alone — no leaves, flowers, or fruit needed in the field.
- Peer-reviewed
- Open access
- Benchmark dataset
doi:10.1038/s41597-026-06711-8read paper↗
datasetZenodo2026
Single RGB images for estimating tree diameter at breast height, with a hand on the stem as scale — no stereo or LiDAR.
doi:10.5281/zenodo.19412511open dataset↗
datasetZenodo2026
285
phone models · 15 makers
Raw GNSS captures from Android phones in real-world conditions, measuring how positioning quality varies across devices.
doi:10.5281/zenodo.20092798open dataset↗
swipe → · 3 records
// talks & workshops
Conferences and training
- talk
FLARE Conference 2024 · University of Notre Dame
Presented CommFor, the community forest-governance data platform behind Van Saathi
2024 - workshop
OGC Stack Winter School 2024 · IIIT Hyderabad
Attended hands-on training on Open Geospatial Consortium standards and the open geospatial stack
2024