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Sergio Marconi
Sergio Marconi
University of Florida
Verified email at weecology.org - Homepage
Title
Cited by
Cited by
Year
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
2752019
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
2072017
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
1162020
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
612020
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
52*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
44*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
402019
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
36*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
292021
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
292017
Estimating individual‐level plant traits at scale
S Marconi, SJ Graves, BG Weinstein, S Bohlman, EP White
Ecological Applications 31 (4), e02300, 2021
23*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
192021
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
162022
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
72021
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
52021
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
52020
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
42022
A benchmark dataset for individual tree crown 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, ...
bioRxiv, 2020.11. 16.385088, 2020
42020
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
32023
Data Carpentry for Biologists: A semester long Data Carpentry course using ecological and other biological examples
EP White, ZT Brym, AJ Marx, K Riemer, S Marconi, DJ Harris, V Cruz, ...
Journal of Open Source Education 5 (50), 139, 2022
32022
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