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

SceneNet: Remote sensing scene classification deep learning network using multi-objective neural evolution architecture search

(2021) Ailong Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Review on Convolutional Neural Networks (CNN) in vegetation remote sensing

(2021) Teja Kattenborn et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Remote sensing image segmentation advances: A meta-analysis

(2021) Ioannis Kotaridis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping large-scale and fine-grained urban functional zones from VHR images using a multi-scale semantic segmentation network and object based approach

(2021) Shouhang Du et al.   REMOTE SENSING OF ENVIRONMENT

Automated Extraction of Phenotypic Leaf Traits of Individual Intact Herbarium Leaves from Herbarium Specimen Images Using Deep Learning Based Semantic Segmentation

(2021) Burhan Rashid Hussein et al.   SENSORS

Generative adversarial networks

(2020) Ian Goodfellow et al.   COMMUNICATIONS OF THE ACM

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

Improved NDVI based proxy leaf-fall indicator to assess rainfall sensitivity of deciduousness in the central Indian forests through remote sensing

(2020) Beependra Singh et al.   Scientific Reports

Automatic Detection of Maize Tassels from UAV Images by Combining Random Forest Classifier and VGG16

(2020) Xuli Zan et al.   Remote Sensing

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

Tropical phenology: Recent advances and perspectives

(2019) Shoko Sakai et al.   ECOLOGICAL RESEARCH

Superpixel based land cover classification of VHR satellite image combining multi-scale CNN and scale parameter estimation

(2019) Yangyang Chen et al.   Earth Science Informatics

Cryptic phenology in plants: case studies, implications and recommendations

(2019) Loren P. Albert et al.   GLOBAL CHANGE BIOLOGY

Leaf reflectance spectroscopy captures variation in carboxylation capacity across species, canopy environment and leaf age in lowland moist tropical forests

(2019) Jin Wu et al.   NEW PHYTOLOGIST

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

Superpixel-enhanced deep neural forest for remote sensing image semantic segmentation

(2019) Li Mi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Both near-surface and satellite remote sensing confirm drought legacy effect on tropical forest leaf phenology after 2015/2016 ENSO drought

(2019) Nathan Borges Gonçalves et al.   REMOTE SENSING OF ENVIRONMENT

Land-cover classification with high-resolution remote sensing images using transferable deep models

(2019) Xin-Yi Tong et al.   REMOTE SENSING OF ENVIRONMENT

Amazon drought and forest response: Largely reduced forest photosynthesis but slightly increased canopy greenness during the extreme drought of 2015/2016

(2018) Jia Yang et al.   GLOBAL CHANGE BIOLOGY

Algorithms for semantic segmentation of multispectral remote sensing imagery using deep learning

(2018) Ronald Kemker et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A light and faster regional convolutional neural network for object detection in optical remote sensing images

(2018) Peng Ding et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images

(2018) Michele Volpi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Age-dependent leaf physiology and consequences for crown-scale carbon uptake during the dry season in an Amazon evergreen forest

(2018) Loren P. Albert et al.   NEW PHYTOLOGIST

A high-performance and in-season classification system of field-level crop types using time-series Landsat data and a machine learning approach

(2018) Yaping Cai et al.   REMOTE SENSING OF ENVIRONMENT

An object-based convolutional neural network (OCNN) for urban land use classification

(2018) Ce Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Resource acquisition and reproductive strategies of tropical forest in response to the El Niño–Southern Oscillation

(2018) Matteo Detto et al.   Nature Communications

Tracking vegetation phenology across diverse North American biomes using PhenoCam imagery

(2018) Andrew D. Richardson et al.   Scientific Data

Very high resolution remote sensing image classification with SEEDS-CNN and scale effect analysis for superpixel CNN classification

(2018) Xianwei Lv et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Tracking seasonal rhythms of plants in diverse ecosystems with digital camera imagery

(2018) Andrew D. Richardson   NEW PHYTOLOGIST

Training Deep Convolutional Neural Networks for Land–Cover Classification of High-Resolution Imagery

(2017) Grant J. Scott et al.   IEEE Geoscience and Remote Sensing Letters

Unsupervised-Restricted Deconvolutional Neural Network for Very High Resolution Remote-Sensing Image Classification

(2017) Yiting Tao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Superpixel-Based Difference Representation Learning for Change Detection in Multispectral Remote Sensing Images

(2017) Maoguo Gong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Convolutional Neural Networks for Large-Scale Remote-Sensing Image Classification

(2017) Emmanuel Maggiori et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Superpixel-Based Multiple Local CNN for Panchromatic and Multispectral Image Classification

(2017) Wei Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Spectral analysis of amazon canopy phenology during the dry season using a tower hyperspectral camera and modis observations

(2017) Yhasmin Mendes de Moura et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

(2017) Jin Wu et al.   NEW PHYTOLOGIST

Light-driven growth in Amazon evergreen forests explained by seasonal variations of vertical canopy structure

(2017) Hao Tang et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Introducing digital cameras to monitor plant phenology in the tropics: applications for conservation

(2017) Bruna Alberton et al.   Perspectives in Ecology and Conservation

Deciduousness in tropical trees and its potential as indicator of climate change: A review

(2016) K.P. Singh et al.   ECOLOGICAL INDICATORS

Usability of time-lapse digital camera images to detect characteristics of tree phenology in a tropical rainforest

(2016) Shin Nagai et al.   Ecological Informatics

Do dynamic global vegetation models capture the seasonality of carbon fluxes in the Amazon basin? A data-model intercomparison

(2016) Natalia Restrepo-Coupe et al.   GLOBAL CHANGE BIOLOGY

Dry-season greening of Amazon forests

(2016) Scott R. Saleska et al.   NATURE

Leaf aging of Amazonian canopy trees as revealed by spectral and physiochemical measurements

(2016) Cecilia Chavana-Bryant et al.   NEW PHYTOLOGIST

Convergence in relationships between leaf traits, spectra and age across diverse canopy environments and two contrasting tropical forests

(2016) Jin Wu et al.   NEW PHYTOLOGIST

Leaf flush drives dry season green-up of the Central Amazon

(2016) Aline Pontes Lopes et al.   REMOTE SENSING OF ENVIRONMENT

Leaf development and demography explain photosynthetic seasonality in Amazon evergreen forests

(2016) J. Wu et al.   SCIENCE

Fourier analysis to detect phenological cycles using long-term tropical field data and simulations

(2016) Emma R. Bush et al.   Methods in Ecology and Evolution

Deep learning

(2015) Yann LeCun et al.   NATURE

Photosynthetic seasonality of global tropical forests constrained by hydroclimate

(2015) Kaiyu Guan et al.   Nature Geoscience

Tracking forest phenology and seasonal physiology using digital repeat photography: a critical assessment

(2014) T. F. Keenan et al.   ECOLOGICAL APPLICATIONS

Using phenological cameras to track the green up in a cerrado savanna and its on-the-ground validation

(2014) Bruna Alberton et al.   Ecological Informatics

What drives the seasonality of photosynthesis across the Amazon basin? A cross-site analysis of eddy flux tower measurements from the Brasil flux network

(2013) Natalia Restrepo-Coupe et al.   AGRICULTURAL AND FOREST METEOROLOGY

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods

(2012) R. Achanta et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Digital repeat photography for phenological research in forest ecosystems

(2011) Oliver Sonnentag et al.   AGRICULTURAL AND FOREST METEOROLOGY

Amazon forests did not green-up during the 2005 drought

(2010) Arindam Samanta et al.   GEOPHYSICAL RESEARCH LETTERS

Seasonal and interannual variability of climate and vegetation indices across the Amazon

(2010) P. M. Brando et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Near-surface remote sensing of spatial and temporal variation in canopy phenology

(2009) Andrew D. Richardson et al.   ECOLOGICAL APPLICATIONS

Deciduousness in a seasonal tropical forest in western Thailand: interannual and intraspecific variation in timing, duration and environmental cues

(2008) Laura J. Williams et al.   OECOLOGIA