3 papers
cs.LG2025
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness Prediction
Yiqing Guo, Karel Mokany, Shaun R. Levick +2
Earth observation data have shown promise in predicting species richness of vascular plants (-diversity), but extending this approach to large spatial scales is challenging bec…
cs.LG2025
Plant species richness prediction from DESIS hyperspectral data: A comparison study on feature extraction procedures and regression models
Yiqing Guo, Karel Mokany, Cindy Ong +3
The diversity of terrestrial vascular plants plays a key role in maintaining the stability and productivity of ecosystems. Airborne hyperspectral imaging has shown promise for meas…
cs.CV2024
Benchmarking tree species classification from proximally-sensed laser scanning data: introducing the FOR-species20K dataset
Stefano Puliti, Emily R. Lines, Jana Müllerová +30
Proximally-sensed laser scanning offers significant potential for automated forest data capture, but challenges remain in automatically identifying tree species without additional…