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Article-Journal
Convolutional neural network models with low spatial variability hamper the transfer learning process
Alejandra Bravo-Diaz
,
Sebastián Moreno
,
Javier Lopatin
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DOI
Environmental heterogeneity mediates plant diversity and ecosystem stability in mountain ecosystems of the Mediterranean Andes
Globally, mountains are highly diverse ecosystems that serve as natural laboratories for testing fundamental ecological theories, while …
Laura C Pérez-Giraldo
,
Jose M Cerda-Paredes
,
Dylan Craven
,
Javier Lopatin
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Vegetation browning as an indicator of drought impact and ecosystem resilience
Climate change influences climate variability, increasing the frequency and severity of droughts. These events may trigger vegetation …
Ignacio Fuentes
,
Javier Lopatin
,
Mauricio Galleguillos
,
James McPhee
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Deadtrees.Earth - an open-access and interactive database for centimeter-scale aerial imagery to uncover global tree mortality dynamics
Excessive tree mortality is a global concern and remains poorly understood as it is a complex phenomenon. We lack global and temporally …
Clemens Mosig
,
Janusch Vajna-Jehle
,
Miguel D Mahecha
,
Yan Cheng
,
Henrik Hartmann
,
David Montero
,
Et Al.
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Evaluating the ability of convolutional neural networks for transfer learning in Pinus radiata cover predictions
A Bravo-Diaz
,
S Moreno
,
J Lopatin
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Comparison of carbon and water fluxes and the drivers of ecosystem water use efficiency in a temperate rainforest and a peatland in southern South America
Jorge F Perez-Quezada
,
David Trejo
,
Javier Lopatin
,
David Aguilera
,
Bruce Osborne
,
Mauricio Galleguillos
,
Luca Zattera
,
Juan L Celis-Diez
,
Juan J Armesto
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Is the change deforestation? Using time-series analysis of satellite data to disentangle deforestation from other forest degradation causes
Ignacio Fuentes
,
Javier Lopatin
,
Mauricio Galleguillos
,
Andrés Ceballos-Comisso
,
Susana Eyheramendy
,
Rodrigo Carrasco
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Post-fire Pinus radiata invasion in a threatened biodiversity hotspot forest: A multi-scale remote sensing assessment
C Leal-Medina
,
J Lopatin
,
A Contreras
,
M E González
,
M Galleguillos
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Indicators of ecosystem degradation along an elevational gradient in the Mediterranean Andes
Successful restoration measures need a good understanding of how the composition, structure, and functioning of ecosystems change with …
Jorge F Perez-Quezada
,
Javier Lopatin
,
Marı́a R Donoso
,
Cristian Hurtado
,
Ivan Reyes
,
Oscar Seguel
,
Horacio E Bown
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Estimation of Foliar Carotenoid Content Using Spectroscopy Wavelet-Based Vegetation Indices
The plant carotenoid (Car) content plays a crucial role in the xanthophyll cycle and provides essential information on the …
Javier Lopatin
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