Detecting Multi-Decadal Changes in Seagrass Cover in Tauranga Harbour, New Zealand, Using Landsat Imagery and Boosting Ensemble Classification Techniques

Combination of Feature Selection and CatBoost for Prediction: The First Application to the Estimation of Aboveground Biomass

(2021) Mi Luo et al.   Forests

SciPy 1.0: fundamental algorithms for scientific computing in Python

(2020) Pauli Virtanen et al.   NATURE METHODS

A Comparative Assessment of Ensemble-Based Machine Learning and Maximum Likelihood Methods for Mapping Seagrass Using Sentinel-2 Imagery in Tauranga Harbor, New Zealand

(2020) Nam Thang Ha et al.   Remote Sensing

Estimating Mangrove Above-Ground Biomass Using Extreme Gradient Boosting Decision Trees Algorithm with Fused Sentinel-2 and ALOS-2 PALSAR-2 Data in Can Gio Biosphere Reserve, Vietnam

(2020) Tien Dat Pham et al.   Remote Sensing

Comparison of Machine Learning Methods for Estimating Mangrove Above-Ground Biomass Using Multiple Source Remote Sensing Data in the Red River Delta Biosphere Reserve, Vietnam

(2020) Tien Dat Pham et al.   Remote Sensing

Improvement of Mangrove Soil Carbon Stocks Estimation in North Vietnam Using Sentinel-2 Data and Machine Learning Approach

(2020) Tien Dat Pham et al.   GIScience & Remote Sensing

Remote Sensing Approaches for Monitoring Mangrove Species, Structure, and Biomass: Opportunities and Challenges

(2019) Tien Pham et al.   Remote Sensing

Light penetration in a temperate meso-tidal lagoon: Implications for seagrass growth and dredging in Tauranga Harbour, New Zealand

(2019) Mariana Coppede Cussioli et al.   OCEAN & COASTAL MANAGEMENT

Adaptation of the dark spectrum fitting atmospheric correction for aquatic applications of the Landsat and Sentinel-2 archives

(2019) Quinten Vanhellemont   REMOTE SENSING OF ENVIRONMENT

Retrieval of Total Precipitable Water from Himawari-8 AHI Data: A Comparison of Random Forest, Extreme Gradient Boosting, and Deep Neural Network

(2019) Yeonjin Lee et al.   Remote Sensing

Efficiency of Extreme Gradient Boosting for Imbalanced Land Cover Classification Using an Extended Margin and Disagreement Performance

(2019) Fei Sun et al.   ISPRS International Journal of Geo-Information

The future of Blue Carbon science

(2019) Peter I. Macreadie et al.   Nature Communications

Comparison of Bagging and Boosting Ensemble Machine Learning Methods for Automated EMG Signal Classification

(2019) Emine Yaman et al.   Biomed Research International

Very High Resolution Object-Based Land Use–Land Cover Urban Classification Using Extreme Gradient Boosting

(2018) Stefanos Georganos et al.   IEEE Geoscience and Remote Sensing Letters

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Interannual Change Detection of Mediterranean Seagrasses Using RapidEye Image Time Series

(2018) Dimosthenis Traganos et al.   Frontiers in Plant Science

Global challenges for seagrass conservation

(2018) Richard K. F. Unsworth et al.   AMBIO

Assessing the potential for satellite image monitoring of seagrass thermal dynamics: for inter- and shallow sub-tidal seagrasses in the inshore Great Barrier Reef World Heritage Area, Australia

(2017) S. R. Phinn et al.   International Journal of Digital Earth

Change detection using landsat time series: A review of frequencies, preprocessing, algorithms, and applications

(2017) Zhe Zhu   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Seagrass ecosystem services – What's next?

(2017) Lina Mtwana Nordlund et al.   MARINE POLLUTION BULLETIN

Mapping Mediterranean seagrasses with Sentinel-2 imagery

(2017) Dimosthenis Traganos et al.   MARINE POLLUTION BULLETIN

Optimum Temperatures for Net Primary Productivity of Three Tropical Seagrass Species

(2017) Catherine J. Collier et al.   Frontiers in Plant Science

Correction: Seagrass Ecosystem Services and Their Variability across Genera and Geographical Regions

(2017) Lina Mtwana Nordlund et al.   PLoS One

Increased sediment loads cause non-linear decreases in seagrass suitable habitat extent

(2017) Megan Irene Saunders et al.   PLoS One

Multi-temporal change detection of seagrass beds using integrated Landsat TM/ETM+/OLI imageries in Cam Ranh Bay, Vietnam

(2016) Chi-Farn Chen et al.   Ecological Informatics

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Ecosystem services provided by a complex coastal region: challenges of classification and mapping

(2016) Lisa P. Sousa et al.   Scientific Reports

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

Impact of seagrass loss and subsequent revegetation on carbon sequestration and stocks

(2015) Núria Marbà et al.   JOURNAL OF ECOLOGY

Integrating field survey data with satellite image data to improve shallow water seagrass maps: the role of AUV and snorkeller surveys?

(2015) Chris Roelfsema et al.   Remote Sensing Letters

A Method to Analyze the Potential of Optical Remote Sensing for Benthic Habitat Mapping

(2015) Rodrigo Garcia et al.   Remote Sensing

The application of remote sensing to seagrass ecosystems: an overview and future research prospects

(2014) M.S. Hossain et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Freshwater algal bloom prediction by extreme learning machine in Macau Storage Reservoirs

(2014) Inchio Lou et al.   NEURAL COMPUTING & APPLICATIONS

Seagrass Proliferation Precedes Mortality during Hypo-Salinity Events: A Stress-Induced Morphometric Response

(2014) Catherine J. Collier et al.   PLoS One

Habitat Mapping and Change Assessment of Coastal Environments: An Examination of WorldView-2, QuickBird, and IKONOS Satellite Imagery and Airborne LiDAR for Mapping Barrier Island Habitats

(2014) Matthew McCarthy et al.   ISPRS International Journal of Geo-Information

Seagrass Meadows, Ecosystem Services, and Sustainability

(2013) Leanne Cullen-Unsworth et al.   ENVIRONMENT

The hydrodynamics of the southern basin of Tauranga Harbour

(2013) HW Tay et al.   NEW ZEALAND JOURNAL OF MARINE AND FRESHWATER RESEARCH

Physiological and Morphological Responses of the Temperate Seagrass Zostera muelleri to Multiple Stressors: Investigating the Interactive Effects of Light and Temperature

(2013) Paul H. York et al.   PLoS One

Integrating Indian remote sensing multi-spectral satellite and field data to estimate seagrass cover change in the Andaman and Nicobar Islands, India

(2013) Nobi Elavumkudi Paulose et al.   Ocean Science Journal

Is black swan grazing a threat to seagrass? Indications from an observational study in New Zealand

(2012) Virginie M. Dos Santos et al.   AQUATIC BOTANY

Seagrass ecosystems as a globally significant carbon stock

(2012) James W. Fourqurean et al.   Nature Geoscience

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Accelerating loss of seagrasses across the globe threatens coastal ecosystems

(2009) M. Waycott et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The impact of sediment burial and erosion on seagrasses: A review

(2008) Susana Cabaço et al.   ESTUARINE COASTAL AND SHELF SCIENCE