Evaluating fine-scale phenology from PlanetScope satellites with ground observations across temperate forests in eastern North America

Exploring discrepancies between in situ phenology and remotely derived phenometrics at NEON sites

(2022) Alison Donnelly et al.   Ecosphere

Near-Surface and High-Resolution Satellite Time Series for Detecting Crop Phenology

(2022) Chunyuan Diao et al.   Remote Sensing

Regional evaluation of satellite-based methods for identifying leaf unfolding date

(2021) Ruoque Shen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Long-term, medium spatial resolution annual land surface phenology with a Bayesian hierarchical model

(2021) Xiaojie Gao et al.   REMOTE SENSING OF ENVIRONMENT

Spring phenological variability promoted by topography and vegetation assembly processes in a temperate forest landscape

(2021) Bryce T. Adams et al.   AGRICULTURAL AND FOREST METEOROLOGY

Monitoring leaf phenology in moist tropical forests by applying a superpixel-based deep learning method to time-series images of tree canopies

(2021) Guangqin Song et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Multiscale assessment of land surface phenology from harmonized Landsat 8 and Sentinel-2, PlanetScope, and PhenoCam imagery

(2021) Minkyu Moon et al.   REMOTE SENSING OF ENVIRONMENT

Cross-site learning in deep learning RGB tree crown detection

(2020) Ben G. Weinstein et al.   Ecological Informatics

“Green pointillism”: detecting the within-population variability of budburst in temperate deciduous trees with phenological cameras

(2020) Nicolas Delpierre et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Evaluating autumn phenology derived from field observations, satellite data, and carbon flux measurements in a northern mixed forest, USA

(2020) Bailu Zhao et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Deriving high-spatiotemporal-resolution leaf area index for agroecosystems in the U.S. Corn Belt using Planet Labs CubeSat and STAIR fusion data

(2020) Hyungsuk Kimm et al.   REMOTE SENSING OF ENVIRONMENT

Summer soil drying exacerbated by earlier spring greening of northern vegetation

(2020) Xu Lian et al.   Science Advances

Modeling leaf senescence of deciduous tree species in Europe

(2020) Qiang Liu et al.   GLOBAL CHANGE BIOLOGY

High‐throughput drone‐based remote sensing reliably tracks phenology in thousands of conifer seedlings

(2020) Petra D'Odorico et al.   NEW PHYTOLOGIST

Change point estimation of deciduous forest land surface phenology

(2020) Yingying Xie et al.   REMOTE SENSING OF ENVIRONMENT

Continental-scale land surface phenology from harmonized Landsat 8 and Sentinel-2 imagery

(2020) Douglas K. Bolton et al.   REMOTE SENSING OF ENVIRONMENT

Phenology of short vegetation cycles in a Kenyan rangeland from PlanetScope and Sentinel-2

(2020) Yan Cheng et al.   REMOTE SENSING OF ENVIRONMENT

Multi-scale integration of satellite remote sensing improves characterization of dry-season green-up in an Amazon tropical evergreen forest

(2020) Jing Wang et al.   REMOTE SENSING OF ENVIRONMENT

DeepForest: A Python package for RGB deep learning tree crown delineation

(2020) Ben G. Weinstein et al.   Methods in Ecology and Evolution

Monitoring tree-crown scale autumn leaf phenology in a temperate forest with an integration of PlanetScope and drone remote sensing observations

(2020) Shengbiao Wu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Land surface phenology as indicator of global terrestrial ecosystem dynamics: A systematic review

(2020) Jose A. Caparros-Santiago et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Monitoring spring phenology of individual tree crowns using drone‐acquired NDVI data

(2020) Dominic Fawcett et al.   Remote Sensing in Ecology and Conservation

Individual tree crown delineation from high-resolution UAV images in broadleaf forest

(2020) Mojdeh Miraki et al.   Ecological Informatics

Assessing spring phenology of a temperate woodland: A multiscale comparison of ground, unmanned aerial vehicle and Landsat satellite observations

(2019) Elias Fernando Berra et al.   REMOTE SENSING OF ENVIRONMENT

Plant phenology and global climate change: current progresses and challenges

(2019) Shilong Piao et al.   GLOBAL CHANGE BIOLOGY

Long-term continuity in land surface phenology measurements: A comparative assessment of the MODIS land cover dynamics and VIIRS land surface phenology products

(2019) Minkyu Moon et al.   REMOTE SENSING OF ENVIRONMENT

Quantifying Leaf Phenology of Individual Trees and Species in a Tropical Forest Using Unmanned Aerial Vehicle (UAV) Images

(2019) John Y. Park et al.   Remote Sensing

Spatial variance of spring phenology in temperate deciduous forests is constrained by background climatic conditions

(2019) Marc Peaucelle et al.   Nature Communications

Assessing the Impact of Satellite Revisit Rate on Estimation of Corn Phenological Transition Timing through Shape Model Fitting

(2019) Emily Myers et al.   Remote Sensing

A review of vegetation phenological metrics extraction using time-series, multispectral satellite data

(2019) Linglin Zeng et al.   REMOTE SENSING OF ENVIRONMENT

Species discrimination and individual tree detection for predicting main dendrometric characteristics in mixed temperate forests by use of airborne laser scanning and ultra-high-resolution imagery

(2019) Bogdan Apostol et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Fine-scale perspectives on landscape phenology from unmanned aerial vehicle (UAV) photography

(2018) Stephen Klosterman et al.   AGRICULTURAL AND FOREST METEOROLOGY

Predicting autumn phenology: How deciduous tree species respond to weather stressors

(2018) Yingying Xie et al.   AGRICULTURAL AND FOREST METEOROLOGY

Individual Tree Crown Detection and Delineation From Very-High-Resolution UAV Images Based on Bias Field and Marker-Controlled Watershed Segmentation Algorithms

(2018) Hongyu Huang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Land surface phenology: What do we really ‘see’ from space?

(2018) David Helman   SCIENCE OF THE TOTAL ENVIRONMENT

Species-specific spring and autumn leaf phenology captured by time-lapse digital cameras

(2018) Yingying Xie et al.   Ecosphere

Ecosystem warming extends vegetation activity but heightens vulnerability to cold temperatures

(2018) Andrew D. Richardson et al.   NATURE

Phenology as a process rather than an event: from individual reaction norms to community metrics

(2018) Brian D. Inouye et al.   ECOLOGICAL MONOGRAPHS

Determinants of tree sway frequency in temperate deciduous forests of the Northeast United States

(2018) Amanda Bunce et al.   AGRICULTURAL AND FOREST METEOROLOGY

Biological processes dominate seasonality of remotely sensed canopy greenness in an Amazon evergreen forest

(2017) Jin Wu et al.   NEW PHYTOLOGIST

Exploration of scaling effects on coarse resolution land surface phenology

(2017) Xiaoyang Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Characterizing spatiotemporal dynamics in phenology of urban ecosystems based on Landsat data

(2017) Xuecao Li et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Observing Spring and Fall Phenology in a Deciduous Forest with Aerial Drone Imagery

(2017) Stephen Klosterman et al.   SENSORS

Climate mitigation from vegetation biophysical feedbacks during the past three decades

(2017) Zhenzhong Zeng et al.   Nature Climate Change

The shifting phenological landscape: Within- and between-species variation in leaf emergence in a mixed-deciduous woodland

(2017) Ella F. Cole et al.   Ecology and Evolution

Linking plant phenology to conservation biology

(2016) Leonor Patrícia Cerdeira Morellato et al.   BIOLOGICAL CONSERVATION

Phenological sensitivity to climate across taxa and trophic levels

(2016) Stephen J. Thackeray et al.   NATURE

The plant phenology monitoring design for The National Ecological Observatory Network

(2016) Sarah C. Elmendorf et al.   Ecosphere

Changes in autumn senescence in northern hemisphere deciduous trees: a meta-analysis of autumn phenology studies

(2015) Allison L. Gill et al.   ANNALS OF BOTANY

Predicting a change in the order of spring phenology in temperate forests

(2015) Adrian M.I. Roberts et al.   GLOBAL CHANGE BIOLOGY

Joint control of terrestrial gross primary productivity by plant phenology and physiology

(2015) Jianyang Xia et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Evaluating the potential of MODIS satellite data to track temporal dynamics of autumn phenology in a temperate mixed forest

(2015) Lingling Liu et al.   REMOTE SENSING OF ENVIRONMENT

Increasing altitudinal gradient of spring vegetation phenology during the last decade on the Qinghai–Tibetan Plateau

(2014) Miaogen Shen et al.   AGRICULTURAL AND FOREST METEOROLOGY

Standardized phenology monitoring methods to track plant and animal activity for science and resource management applications

(2014) Ellen G. Denny et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Remote sensing of spring phenology in northeastern forests: A comparison of methods, field metrics and sources of uncertainty

(2014) Katharine White et al.   REMOTE SENSING OF ENVIRONMENT

Monitoring multi-layer canopy spring phenology of temperate deciduous and evergreen forests using low-cost spectral sensors

(2014) Youngryel Ryu et al.   REMOTE SENSING OF ENVIRONMENT

Beyond leaf color: Comparing camera-based phenological metrics with leaf biochemical, biophysical, and spectral properties throughout the growing season of a temperate deciduous forest

(2014) Xi Yang et al.   Journal of Geophysical Research-Biogeosciences

Progress towards an interdisciplinary science of plant phenology: building predictions across space, time and species diversity

(2013) Elizabeth M. Wolkovich et al.   NEW PHYTOLOGIST

Forecasting phenology: from species variability to community patterns

(2012) Jeffrey M. Diez et al.   ECOLOGY LETTERS

Landscape controls on the timing of spring, autumn, and growing season length in mid-Atlantic forests

(2011) Andrew J. Elmore et al.   GLOBAL CHANGE BIOLOGY

Predicting phenology by integrating ecology, evolution and climate science

(2011) Stephanie Pau et al.   GLOBAL CHANGE BIOLOGY

Leaf-out phenology of temperate woody plants: from trees to ecosystems

(2011) Caroline A. Polgar et al.   NEW PHYTOLOGIST

NEON: the first continental-scale ecological observatory with airborne remote sensing of vegetation canopy biochemistry and structure

(2010) Thomas U. Kampe   Journal of Applied Remote Sensing

Toward a synthetic understanding of the role of phenology in ecology and evolution

(2010) J. Forrest et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Evaluation of compositing period and AVHRR and MERIS combination for improvement of spring phenology detection in deciduous forests

(2010) Darren Pouliot et al.   REMOTE SENSING OF ENVIRONMENT

Intercomparison, interpretation, and assessment of spring phenology in North America estimated from remote sensing for 1982-2006

(2009) MICHAEL A. WHITE et al.   GLOBAL CHANGE BIOLOGY