Sotabase

Career

· Postdoctoral Fellow of Computer Science, Harvard University2022–2022
· Assistant Professor, University of Virginia2022–
· M.A. in Computer Science, Princeton University2018–
· PhD in Computer Science, Princeton University2018–2022
· B.S. in Computer Engineering, Federal University of Itajubá2016–

Publications (74)

Using the U‐net convolutional network to map forest types and disturbance in the Atlantic rainforest with very high resolution images
Remote Sensing in Ecology and Conservation · 2019
187
cited
Individual tree detection and species classification of Amazonian palms using UAV images and deep learning
Forest Ecology and Management · 2020
176
cited
Mapping tree species in tropical seasonal semi-deciduous forests with hyperspectral and multispectral data
2016
173
cited
Tree species classification in tropical forests using visible to shortwave infrared WorldView-3 images and texture analysis
Isprs Journal of Photogrammetry and Remote Sensing · 2019
154
cited
Monitoring restored tropical forest diversity and structure through UAV-borne hyperspectral and lidar fusion
2021
136
cited
Individual tree crown delineation in a highly diverse tropical forest using very high resolution satellite images
Isprs Journal of Photogrammetry and Remote Sensing · 2018
126
cited
Tree Crown Delineation Algorithm Based on a Convolutional Neural Network
Remote Sensing · 2020
124
cited
Deep learning-based individual tree crown delineation in mangrove forests using very-high-resolution satellite imagery
Isprs Journal of Photogrammetry and Remote Sensing · 2022
70
cited
Retrieving structural and chemical properties of individual tree crowns in a highly diverse tropical forest with 3D radiative transfer modeling and imaging spectroscopy
Remote Sensing of Environment · 2018
62
cited
Large scale multi-layer fuel load characterization in tropical savanna using GEDI spaceborne lidar data
Remote Sensing of Environment · 2022
56
cited
Advances in multi- and hyperspectral remote sensing of mangrove species: A synthesis and study case on airborne and multisource spaceborne imagery
Isprs Journal of Photogrammetry and Remote Sensing · 2023
53
cited
Deep learning-based tree species mapping in a highly diverse tropical urban setting
2021
45
cited
Forest dynamics and land-use transitions in the Brazilian Atlantic Forest: the case of sugarcane expansion
Regional Environmental Change · 2015
44
cited
Fusing multi-season UAS images with convolutional neural networks to map tree species in Amazonian forests
Ecological Informatics · 2022
44
cited
Accurate mapping of Brazil nut trees (Bertholletia excelsa) in Amazonian forests using WorldView-3 satellite images and convolutional neural networks
Ecological Informatics · 2021
36
cited
A supervised approach for simultaneous segmentation and classification of remote sensing images
Isprs Journal of Photogrammetry and Remote Sensing · 2018
30
cited
Analyzing the spectral variability of tropical tree species using hyperspectral feature selection and leaf optical modeling
2013
17
cited
On the use of shortwave infrared for tree species discrimination in tropical semideciduous forest
2015
14
cited
Fusing Sentinel-1 and Sentinel-2 Images for Deforestation Detection in the Brazilian Amazon Under Diverse Cloud Conditions
IEEE Geoscience and Remote Sensing Letters · 2023
13
cited
Retrieving geological units with unsupervised clustering of gamma-ray spectrometry data
2021
13
cited
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Matheus Ferreira | Researcher Profile | Sotabase | Sotabase