Individual tree-crown detection in RGB imagery using semi-supervised deep learning neural networks BG Weinstein, S Marconi, S Bohlman, A Zare, E White Remote Sensing 11 (11), 1309, 2019 | 338 | 2019 |
Biophysical effects on temperature and precipitation due to land cover change L Perugini, L Caporaso, S Marconi, A Cescatti, B Quesada, ... Environmental Research Letters 12 (5), 053002, 2017 | 245 | 2017 |
Cross-site learning in deep learning RGB tree crown detection BG Weinstein, S Marconi, SA Bohlman, A Zare, EP White Ecological Informatics 56, 101061, 2020 | 135 | 2020 |
DeepForest: A Python package for RGB deep learning tree crown delineation BG Weinstein, S Marconi, M Aubry‐Kientz, G Vincent, H Senyondo, ... Methods in Ecology and Evolution 11 (12), 1743-1751, 2020 | 84 | 2020 |
A remote sensing derived data set of 100 million individual tree crowns for the National Ecological Observatory Network BG Weinstein, S Marconi, SA Bohlman, A Zare, A Singh, SJ Graves, ... Elife 10, e62922, 2021 | 71* | 2021 |
Validation of 3D-CMCC Forest Ecosystem Model (v. 5.1) against eddy covariance data for 10 European forest sites A Collalti, S Marconi, A Ibrom, C Trotta, A Anav, E d'Andrea, G Matteucci, ... Geoscientific Model Development 9 (2), 479-504, 2016 | 53* | 2016 |
A data science challenge for converting airborne remote sensing data into ecological information S Marconi, SJ Graves, D Gong, MS Nia, M Le Bras, BJ Dorr, P Fontana, ... PeerJ 6, e5843, 2019 | 43 | 2019 |
Continental-scale hyperspectral tree species classification in the United States National Ecological Observatory Network S Marconi, BG Weinstein, S Zou, SA Bohlman, A Zare, A Singh, D Stewart, ... Remote Sensing of Environment 282, 113264, 2022 | 38 | 2022 |
Does degradation from selective logging and illegal activities differently impact forest resources? A case study in Ghana G Vaglio Laurin, WD Hawthorne, T Chiti, A Di Paola, R Cazzolla Gatti, ... IForest 9 (JUNE2016), 354-362, 2016 | 37* | 2016 |
A benchmark dataset for canopy crown detection and delineation in co-registered airborne RGB, LiDAR and hyperspectral imagery from the National Ecological Observation Network BG Weinstein, SJ Graves, S Marconi, A Singh, A Zare, D Stewart, ... PLoS computational biology 17 (7), e1009180, 2021 | 36 | 2021 |
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 S Marconi, T Chiti, A Nolè, R Valentini, A Collalti Forests 8 (6), 220, 2017 | 34 | 2017 |
Estimating individual‐level plant traits at scale S Marconi, SJ Graves, BG Weinstein, S Bohlman, EP White Ecological Applications 31 (4), e02300, 2021 | 29* | 2021 |
Harnessing the NEON data revolution to advance open environmental science with a diverse and data‐capable community RC Nagy, JK Balch, EK Bissell, ME Cattau, NF Glenn, BS Halpern, ... Ecosphere 12 (12), e03833, 2021 | 23 | 2021 |
Rethinking global carbon storage potential of trees. A comment on Bastin et al.(2019) SD Taylor, S Marconi Annals of Forest Science 77, 1-7, 2020 | 10 | 2020 |
Expanding NEON biodiversity surveys with new instrumentation and machine learning approaches J Kitzes, R Blake, S Bombaci, M Chapman, SM Duran, T Huang, ... Ecosphere 12 (11), e03795, 2021 | 9 | 2021 |
Injecting domain knowledge into deep neural networks for tree crown delineation I Harmon, S Marconi, B Weinstein, S Graves, DZ Wang, A Zare, ... IEEE Transactions on Geoscience and Remote Sensing 60, 1-19, 2022 | 7 | 2022 |
Capturing long‐tailed individual tree diversity using an airborne imaging and a multi‐temporal hierarchical model BG Weinstein, S Marconi, SJ Graves, A Zare, A Singh, SA Bohlman, ... Remote Sensing in Ecology and Conservation 9 (5), 656-670, 2023 | 6 | 2023 |
Data science competition for cross-site delineation and classification of individual trees from airborne remote sensing data SJ Graves, S Marconi, D Stewart, I Harmon, BG Weinstein, Y Kanazawa, ... bioRxiv, 2021.08. 06.453503, 2021 | 6 | 2021 |
Improving Rare Tree Species Classification Using Domain Knowledge I Harmon, S Marconi, B Weinstein, Y Bai, DZ Wang, E White, S Bohlman IEEE Geoscience and Remote Sensing Letters 20, 1-5, 2023 | 5 | 2023 |
Randcrowns: A quantitative metric for imprecisely labeled tree crown delineation D Stewart, A Zare, S Marconi, BG Weinstein, EP White, SJ Graves, ... IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2021 | 5* | 2021 |