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Automated mapping of tropical deforestation and forest degradation: CLASlite

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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The radiation regime and architecture of plant stands

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Radiative transfer in three-dimensional atmosphere-vegetation media

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Green vegetation, nonphotosynthetic vegetation, and soils in AVIRIS data

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Nonlinear spectral mixing models for vegetative and soil surfaces

inferredcites →https://doi.org/10.1016/j.rse.2003.03.001openalex-snapshot

Scale dependence of biophysical structure in deforested areas bordering the Tapajós National Forest, Central Amazon

inferredcites →https://doi.org/10.1016/j.rse.2004.01.013openalex-snapshot

Discrimination of lianas and trees with leaf-level hyperspectral data

inferredcites →https://doi.org/10.1016/j.rse.2005.03.009openalex-snapshot

Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales

inferredcites →https://doi.org/10.1016/j.rse.2005.07.013openalex-snapshot

Combining spectral and spatial information to map canopy damage from selective logging and forest fires

inferredcites →https://doi.org/10.1016/j.rse.2007.03.010openalex-snapshot

Trajectory-based change detection for automated characterization of forest disturbance dynamics

inferredcites →https://doi.org/10.1016/j.rse.2007.07.023openalex-snapshot

Use of a dark object concept and support vector machines to automate forest cover change analysis

inferredcites →https://doi.org/10.1016/j.rse.2007.11.012openalex-snapshot

A method for integrating MODIS and Landsat data for systematic monitoring of forest cover and change in the Congo Basin

inferredcites →https://doi.org/10.1016/j.rse.2008.10.018openalex-snapshot

Characterizing canopy biochemistry from imaging spectroscopy and its application to ecosystem studies

inferredcites →https://doi.org/10.1016/s0034-4257(00)00126-7openalex-snapshot

A Biogeophysical Approach for Automated SWIR Unmixing of Soils and Vegetation

inferredcites →https://doi.org/10.1016/s0034-4257(98)00014-5openalex-snapshot

Biophysical and Biochemical Sources of Variability in Canopy Reflectance

inferredcites →https://doi.org/10.1016/s0378-1127(01)00511-4openalex-snapshot

Road paving, fire regime feedbacks, and the future of Amazon forests

inferredcites →https://doi.org/10.1016/s0378-1127(01)00732-0openalex-snapshot

Forest canopy damage and recovery in reduced-impact and conventional selective logging in eastern Para, Brazil

inferredcites →https://doi.org/10.1029/2003jd004314openalex-snapshot

Intraseasonal variations of water vapor and cirrus clouds in the tropical upper troposphere

inferredcites →https://doi.org/10.1029/2007jg000438openalex-snapshot

An ecosystem model for tropical forest disturbance and selective logging

inferredcites →https://doi.org/10.1029/98jd02281openalex-snapshot

Smoke, Clouds, and Radiation‐Brazil (SCAR‐B) experiment

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A new global 1‐km dataset of percentage tree cover derived from remote sensing

inferredcites →https://doi.org/10.1073/pnas.0604093103openalex-snapshot

Condition and fate of logged forests in the Brazilian Amazon

inferredcites →https://doi.org/10.1073/pnas.0804042105openalex-snapshot

Humid tropical forest clearing from 2000 to 2005 quantified by using multitemporal and multiresolution remotely sensed data

inferredcites →https://doi.org/10.1080/01431160010006926openalex-snapshot

Cloud cover in Landsat observations of the Brazilian Amazon

inferredcites →https://doi.org/10.1080/01431160110115960openalex-snapshot

Spectral unmixing of vegetation, soil and dry carbon cover in arid regions: Comparing multispectral and hyperspectral observations

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An assessment of Landsat TM band 6 thermal data for analysing land cover in tropical dry forest regions

inferredcites →https://doi.org/10.1080/014311699211363openalex-snapshot

Reducing the effects of space-varying, wavelength-dependent scattering in multispectral imagery

inferredcites →https://doi.org/10.1088/1748-9326/2/4/045022openalex-snapshot

Pan-tropical monitoring of deforestation

inferredcites →https://doi.org/10.1088/1748-9326/2/4/045023openalex-snapshot

Monitoring and estimating tropical forest carbon stocks: making REDD a reality

inferredcites →https://doi.org/10.1088/1748-9326/2/4/045025openalex-snapshot

Linking requirements with capabilities for deforestation monitoring in the context of the UNFCCC-REDD process

inferredcites →https://doi.org/10.1109/36.581987openalex-snapshot

Second Simulation of the Satellite Signal in the Solar Spectrum, 6S: an overview

inferredcites →https://doi.org/10.1109/tgrs.2003.815999openalex-snapshot

Overview of the earth observing one (eo-1) mission

inferredcites →https://doi.org/10.1111/j.1529-8817.2003.00756.xopenalex-snapshot

Spatial and temporal dynamics of forest canopy gaps following selective logging in the eastern Amazon

inferredcites →https://doi.org/10.1111/j.1529-8817.2003.00770.xopenalex-snapshot

Coarse woody debris in undisturbed and logged forests in the eastern Brazilian Amazon

inferredcites →https://doi.org/10.1126/science.1070656openalex-snapshot

Determination of Deforestation Rates of the World's Humid Tropical Forests

inferredcites →https://doi.org/10.1126/science.1118051openalex-snapshot

Selective Logging in the Brazilian Amazon

inferredcites →https://doi.org/10.1126/science.1146324openalex-snapshot

Land-Use Allocation Protects the Peruvian Amazon

inferredcites →https://doi.org/10.1126/science.284.5421.1832openalex-snapshot

Positive Feedbacks in the Fire Dynamic of Closed Canopy Tropical Forests

inferredcites →https://doi.org/10.1890/01-6019openalex-snapshot

CANOPY DAMAGE AND RECOVERY AFTER SELECTIVE LOGGING IN AMAZONIA: FIELD AND SATELLITE STUDIES

inferredcites →https://doi.org/10.1890/07-2103.1openalex-snapshot

Multiscale analysis of tree cover and aboveground carbon stocks in pinyon–juniper woodlands

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Spatial patterns and ecological drivers of tropical moist forest transitions in the Kahuzi Biega National Park landscape eastern Democratic Republic of Congo

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High rates of forest loss and turnover obscured by classical landscape measures

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CLASlite algorithms and social surveys to asses and identify deforestation and forest degradation in Toledo's protected areas and forest ecosystems, Belize

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An ecologically-constrained deep learning model for tropical leaf phenology monitoring using PlanetScope satellites

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Post-typhoon forest damage estimation using multiple vegetation indices and machine learning models

inferred← citeshttps://doi.org/10.1017/s0266467416000614openalex-snapshot

Spatial distribution ofBertholletia excelsain selectively logged forests of the Peruvian Amazon

inferred← citeshttps://doi.org/10.1017/s0959270920000283openalex-snapshot

First systematic sampling approach to estimating the global population size of the Critically Endangered Blue-throated MacawAra glaucogularis

inferred← citeshttps://doi.org/10.1038/nclimate1702openalex-snapshot

Carbon emissions from forest conversion by Kalimantan oil palm plantations

inferred← citeshttps://doi.org/10.1038/s41467-018-07915-2openalex-snapshot

Oil palm expansion and deforestation in Southwest Cameroon associated with proliferation of informal mills

inferred← citeshttps://doi.org/10.1038/s41467-026-77135-6openalex-snapshot

Canopy functional composition as an indicator of bird traits, taxonomy, and vulnerability in tropical Peruvian forests

inferred← citeshttps://doi.org/10.1038/s41598-017-10736-wopenalex-snapshot

Conservation performance of different conservation governance regimes in the Peruvian Amazon

inferred← citeshttps://doi.org/10.1038/s41598-022-25238-7openalex-snapshot

COVID-19 contagion across remote communities in tropical forests

inferred← citeshttps://doi.org/10.1073/pnas.1004875107openalex-snapshot

High-resolution forest carbon stocks and emissions in the Amazon

inferred← citeshttps://doi.org/10.1073/pnas.1200452109openalex-snapshot

Committed carbon emissions, deforestation, and community land conversion from oil palm plantation expansion in West Kalimantan, Indonesia

inferred← citeshttps://doi.org/10.1073/pnas.1318271110openalex-snapshot

Elevated rates of gold mining in the Amazon revealed through high-resolution monitoring

inferred← citeshttps://doi.org/10.1073/pnas.1322557111openalex-snapshot

Satellites and psychology for improved forest monitoring

inferred← citeshttps://doi.org/10.1073/pnas.1604863113openalex-snapshot

Large-scale climatic and geophysical controls on the leaf economics spectrum

inferred← citeshttps://doi.org/10.1073/pnas.2116446119openalex-snapshot

Landscape-scale concordance between local ecological knowledge for tropical wild species and remote sensing of land cover

inferred← citeshttps://doi.org/10.1080/01431161.2015.1047991openalex-snapshot

Comparison of data gap-filling methods for Landsat ETM+ SLC-off imagery for monitoring forest degradation in a semi-deciduous tropical forest in Mexico

inferred← citeshttps://doi.org/10.1080/07038992.2014.987376openalex-snapshot

Forest Monitoring Using Landsat Time Series Data: A Review

inferred← citeshttps://doi.org/10.1080/07038992.2021.1941823openalex-snapshot

Fusing Landsat and SAR Data for Mapping Tropical Deforestation through Machine Learning Classification and the PVts- β Non-Seasonal Detection Approach

inferred← citeshttps://doi.org/10.1080/15481603.2017.1367157openalex-snapshot

Quantifying shoreline change in Funafuti Atoll, Tuvalu using a time series of Quickbird, Worldview and Landsat data

inferred← citeshttps://doi.org/10.1080/17538947.2013.786146openalex-snapshot

Global, 30-m resolution continuous fields of tree cover: Landsat-based rescaling of MODIS vegetation continuous fields with lidar-based estimates of error

inferred← citeshttps://doi.org/10.1080/17538947.2017.1319975openalex-snapshot

Isolating type-specific phenologies through spectral unmixing of satellite time series

inferred← citeshttps://doi.org/10.1080/17550874.2012.716086openalex-snapshot

Fire disturbance in Amazonian blackwater floodplain forests

inferred← citeshttps://doi.org/10.1080/2150704x.2014.967880openalex-snapshot

Assessment of forest degradation in Brazilian Amazon due to selective logging and fires using time series of fraction images derived from Landsat ETM+ images

inferred← citeshttps://doi.org/10.1080/22797254.2017.1414573openalex-snapshot

Monitoring forest biodiversity and the impact of climate on forest environment using high-resolution satellite images

inferred← citeshttps://doi.org/10.1088/1748-9326/10/3/034014openalex-snapshot

Mapping dynamics of deforestation and forest degradation in tropical forests using radar satellite data

inferred← citeshttps://doi.org/10.1088/1748-9326/4/3/034009openalex-snapshot

Tropical forest carbon assessment: integrating satellite and airborne mapping approaches

inferred← citeshttps://doi.org/10.1088/1748-9326/7/1/014031openalex-snapshot

Assessing REDD+ performance of countries with low monitoring capacities: the matrix approach

inferred← citeshttps://doi.org/10.1088/1748-9326/9/12/124012openalex-snapshot

National satellite-based humid tropical forest change assessment in Peru in support of REDD+ implementation

inferred← citeshttps://doi.org/10.1088/1748-9326/aa7242openalex-snapshot

Going beyond the green: senesced vegetation material predicts basal area and biomass in remote sensing of tree cover conditions in an African tropical dry forest (miombo woodland) landscape

inferred← citeshttps://doi.org/10.1088/1748-9326/aa7dabopenalex-snapshot

Accelerated losses of protected forests from gold mining in the Peruvian Amazon

inferred← citeshttps://doi.org/10.1088/1748-9326/aac1faopenalex-snapshot

Remote assessment of extracted volumes and greenhouse gases from tropical timber harvest

inferred← citeshttps://doi.org/10.1088/1748-9326/ab57c3openalex-snapshot

A spatial pattern analysis of forest loss in the Madre de Dios region, Peru

inferred← citeshttps://doi.org/10.1088/1748-9326/abaad7openalex-snapshot

Remote sensing of forest degradation: a review

inferred← citeshttps://doi.org/10.1088/1748-9326/ac31ebopenalex-snapshot

Looking beyond forest cover: an analysis of landscape-scale predictors of forest degradation in the Brazilian Amazon

inferred← citeshttps://doi.org/10.1088/1748-9326/ac417copenalex-snapshot

Smallholder agriculture results in stable forest cover in riverine Amazonia

inferred← citeshttps://doi.org/10.1088/1748-9326/ad44b0openalex-snapshot

Repeated mining accounts for the majority of artisanal and small-scale gold mining activity in Southeastern Peru

inferred← citeshttps://doi.org/10.1088/1755-1315/1167/1/012025openalex-snapshot

Recovery of forest structure dynamics following selective logging in lowland dipterocarp Peninsular Malaysia

inferred← citeshttps://doi.org/10.1088/2515-7620/ab4ec3openalex-snapshot

Early warning tropical forest loss alerts in Peru using Landsat

inferred← citeshttps://doi.org/10.1088/2515-7620/ad937eopenalex-snapshot

Creating near real-time alerts of illegal gold mining in the Peruvian Amazon using Synthetic Aperture Radar

inferred← citeshttps://doi.org/10.1098/rsta.2011.0002openalex-snapshot

Economic value of improved quantification in global sources and sinks of carbon dioxide

inferred← citeshttps://doi.org/10.1101/2022.02.04.479095openalex-snapshot

Habitat Suitability Modeling and Ecological Forecasting of Northern Goshawk Nesting Habitat

inferred← citeshttps://doi.org/10.1103/physreve.90.062705openalex-snapshot

Early warning signals of desertification transitions in semiarid ecosystems

inferred← citeshttps://doi.org/10.1109/eorsa.2018.8598620openalex-snapshot

Forest degradation with remote sensing: how spatial resolution plays a role

inferred← citeshttps://doi.org/10.1109/iccic.2018.8782414openalex-snapshot

Multi-temporal Image Change Recognition Policy by Fragmentation and Feature Mining

inferred← citeshttps://doi.org/10.1109/icctwc68241.2026.11583019openalex-snapshot

GeoVision-HybridNet: A Context-Aware Hybrid Deep Learning Model for Automated Detection of Forest Degradation Using High-Resolution Satellite Images

inferred← citeshttps://doi.org/10.1109/igarss.2015.7327059openalex-snapshot

Mapping individual trees from airborne multi-sensor imagery

inferred← citeshttps://doi.org/10.1109/igarss.2016.7730152openalex-snapshot

Semantic pre-classification of vegetation gradient based on linearly unmixed Landsat time series

inferred← citeshttps://doi.org/10.1109/igarss.2017.8126920openalex-snapshot

Monitoring deforestation and forest degradation using multi-temporal fraction images derived from Landsat sensor data in the Brazilian Amazon

inferred← citeshttps://doi.org/10.1109/jstars.2012.2202638openalex-snapshot

Monitoring Fire and Selective Logging Activities in Tropical Peat Swamp Forests

inferred← citeshttps://doi.org/10.1109/jstars.2013.2250489openalex-snapshot

An Integrated Optical Remote Sensing System for Environmental Perturbation Research

inferred← citeshttps://doi.org/10.1109/jstars.2016.2569408openalex-snapshot

Individual Tree Species Classification From Airborne Multisensor Imagery Using Robust PCA

inferred← citeshttps://doi.org/10.1109/jstars.2020.3034186openalex-snapshot

Deep Learning for Regular Change Detection in Ukrainian Forest Ecosystem With Sentinel-2

inferred← citeshttps://doi.org/10.1109/lgrs.2017.2675164openalex-snapshot

A Forest Vitality and Change Monitoring Tool Based on RapidEye Imagery

inferred← citeshttps://doi.org/10.1109/lgrs.2021.3137277openalex-snapshot

Mapping Deforestation Using Fractions Indices and the Non-Seasonal PVts-β Detection Approach

inferred← citeshttps://doi.org/10.1109/mic.2012.6273313openalex-snapshot

Research on the assessment of HJ-1A NDVI accuracy

inferred← citeshttps://doi.org/10.1109/multi-temp.2017.8035243openalex-snapshot

The use of Landsat time series for identification of forest degradation levels in the eastern Brazilian Amazon (Paragominas)

inferred← citeshttps://doi.org/10.1109/tgrs.2013.2272545openalex-snapshot

On-the-Fly Massively Multitemporal Change Detection Using Statistical Quality Control Charts and Landsat Data

inferred← citeshttps://doi.org/10.1109/tgrs.2025.3532248openalex-snapshot

Mapping Countrywide Historical Tree Cover Using Semantic Segmentation

inferred← citeshttps://doi.org/10.1109/tla.2020.9099771openalex-snapshot

Satellite Remote Sensing of Forest Degradation using NDFI and the BFAST Algorithm

inferred← citeshttps://doi.org/10.1111/1365-2745.13643openalex-snapshot

Tree recruitment failure in old‐growth forest patches across human‐modified rainforests

inferred← citeshttps://doi.org/10.1111/2041-210x.13043openalex-snapshot

Remap : An online remote sensing application for land cover classification and monitoring

inferred← citeshttps://doi.org/10.1111/avsc.12441openalex-snapshot

Cumulative disturbances to assess forest degradation using spectral unmixing in the northeastern Amazon

inferred← citeshttps://doi.org/10.1111/btp.12194openalex-snapshot

Relevance of Global Forest Change Data Set to Local Conservation: Case Study of Forest Degradation in Masoala National Park, Madagascar

inferred← citeshttps://doi.org/10.1111/btp.12806openalex-snapshot

Habitat loss in the restricted range of the endemic Ghanaian cichlid Limbochromis robertsi

inferred← citeshttps://doi.org/10.1111/cobi.70016openalex-snapshot

Use of community characteristics to predict hunting and game harvests in western Amazonian forests

inferred← citeshttps://doi.org/10.1111/conl.12103openalex-snapshot

Relative Contributions of the Logging, Fiber, Oil Palm, and Mining Industries to Forest Loss in Indonesia

inferred← citeshttps://doi.org/10.1111/ecog.03632openalex-snapshot

Drivers of the spatial scale that best predict primate responses to landscape structure

inferred← citeshttps://doi.org/10.1111/fme.12651openalex-snapshot

Livelihoods and poverty in small‐scale fisheries in western Amazonia

inferred← citeshttps://doi.org/10.1111/gcb.12822openalex-snapshot

Observing terrestrial ecosystems and the carbon cycle from space

inferred← citeshttps://doi.org/10.1111/geb.12338openalex-snapshot

Global‐scale mapping of changes in ecosystem functioning from earth observation‐based trends in total and recurrent vegetation

inferred← citeshttps://doi.org/10.1111/j.1365-2486.2010.02307.xopenalex-snapshot

Challenges in using land use and land cover data for global change studies

inferred← citeshttps://doi.org/10.1111/oik.07559openalex-snapshot

Environmental controls on African herbivore responses to landscapes of fear

inferred← citeshttps://doi.org/10.1111/sjtg.12274openalex-snapshot

Optical and radar remote sensing data for forest cover mapping in Peninsular Malaysia

inferred← citeshttps://doi.org/10.1117/1.jrs.13.046518openalex-snapshot

REDD+ project design study for quantifying activity data for historic forest degradation in a Bangladesh forest using Landsat data

inferred← citeshttps://doi.org/10.1117/1.jrs.16.034502openalex-snapshot

Modeling forest cover dynamics in Bangladesh using multilayer perceptron neural network with Markov chain

inferred← citeshttps://doi.org/10.1126/science.aaj1987openalex-snapshot

Airborne laser-guided imaging spectroscopy to map forest trait diversity and guide conservation

inferred← citeshttps://doi.org/10.1126/science.aan0568openalex-snapshot

Cash for carbon: A randomized trial of payments for ecosystem services to reduce deforestation

inferred← citeshttps://doi.org/10.11606/t.91.2020.tde-22012020-112317openalex-snapshot

Dynamics of land use and land cover in the agricultural frontier of the Brazilian Amazon: driving forces of changes and future scenarios

inferred← citeshttps://doi.org/10.11648/j.ijema.20150306.16openalex-snapshot

Robust Method for Deforestation Analysis of Satellite Images

inferred← citeshttps://doi.org/10.1177/194008291300600101openalex-snapshot

Mapping Recent Deforestation and Forest Disturbance in Northeastern Madagascar

inferred← citeshttps://doi.org/10.11834/jrs.20187089openalex-snapshot

Review of remote sensing algorithms for monitoring forest disturbance from time series and multi-source data fusion

inferred← citeshttps://doi.org/10.1186/1750-0680-7-2openalex-snapshot

Human and environmental controls over aboveground carbon storage in Madagascar

inferred← citeshttps://doi.org/10.1186/1750-0680-8-7openalex-snapshot

High-fidelity national carbon mapping for resource management and REDD+

inferred← citeshttps://doi.org/10.1186/s13021-014-0010-5openalex-snapshot

Identifying areas of deforestation risk for REDD+ using a species modeling tool

inferred← citeshttps://doi.org/10.1186/s13021-015-0015-8openalex-snapshot

Advancing reference emission levels in subnational and national REDD+ initiatives: a CLASlite approach

inferred← citeshttps://doi.org/10.1186/s13021-015-0043-4openalex-snapshot

Rapid forest carbon assessments of oceanic islands: a case study of the Hawaiian archipelago

inferred← citeshttps://doi.org/10.1186/s13021-016-0050-0openalex-snapshot

Spatially explicit analysis of field inventories for national forest carbon monitoring

inferred← citeshttps://doi.org/10.1186/s40663-015-0042-7openalex-snapshot

Sampling strategies for estimating forest cover from remote sensing-based two-stage inventories

inferred← citeshttps://doi.org/10.13140/2.1.1286.4321openalex-snapshot

Satellite and airborne mapping and data sets for forest monitoring and assessment of carbon stocks in the Philippines: an expository review

inferred← citeshttps://doi.org/10.13140/rg.2.1.1669.9367openalex-snapshot

Natural Resource Use in Madagascar

inferred← citeshttps://doi.org/10.1371/journal.pone.0054852openalex-snapshot

Bamboo-Dominated Forests of the Southwest Amazon: Detection, Spatial Extent, Life Cycle Length and Flowering Waves

inferred← citeshttps://doi.org/10.1371/journal.pone.0069679openalex-snapshot

Extreme Differences in Forest Degradation in Borneo: Comparing Practices in Sarawak, Sabah, and Brunei

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