Publications

(2022). Disentangling the roles of inter and intraspecific variation on leaf trait distributions across the eastern United States. bioRxiv.

(2022). Data Carpentry for Biologists: A semester long Data Carpentry course using ecological and other biological examples. Journal of Open Source Education.

(2021). A benchmark dataset for canopy crown detection and delineation in co-registered airborne RGB, LiDAR and hyperspectral imagery from the National Ecological Observation Network. PLoS computational biology.

(2021). Expanding NEON biodiversity surveys with new instrumentation and machine learning approaches. Ecosphere.

(2021). RandCrowns: A Quantitative Metric for Imprecisely Labeled Tree Crown Delineation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

(2021). Data science competition for cross-site delineation and classification of individual trees from airborne remote sensing data. bioRxiv.

(2021). A remote sensing derived data set of 100 million individual tree crowns for the National Ecological Observatory Network. eLife.

(2020). Rethinking the fundamental unit of ecological remote sensing: Estimating individual level plant traits at scale. Ecological Applications.

(2020). Harnessing the NEON data revolution to advance open environmental science with a diverse and data‐capable community. Ecosphere.

(2020). DeepForest: A Python package for RGB deep learning tree crown delineation. Methods in Ecology and Evolution.

(2020). Cross-site learning in deep learning RGB tree crown detection. Ecological Informatics.

(2019). Rethinking global carbon storage potential of trees. A comment on Bastin et al.(2019). Annals of Forest Science.

(2019). A data science challenge for converting airborne remote sensing data into ecological information. PeerJ.

(2019). Individual tree-crown detection in RGB imagery using semi-supervised deep learning neural networks. Remote Sensing.

(2017). The role of respiration in estimation of net carbon cycle: coupling soil carbon dynamics and canopy turnover in a novel version of 3D-CMCC forest ecosystem model. Forests.

(2017). Biophysical effects on temperature and precipitation due to land cover change. Environmental Letters.

(2016). Does degradation from selective logging and illegal activities differently impact forest resources? A case study in Ghana. iForest-Biogeosciences and Forestry.

(0001). Continental-scale Hyperspectral tree species classification in the National Ecological Observatory Network. bioRxiv.

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