Comparison of support vector machine, random forest and neural network classifiers for tree species classification on airborne hyperspectral APEX images

Review of studies on tree species classification from remotely sensed data

(2016) Fabian Ewald Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

Bistatic measurements for the estimation of rice crop variables using artificial neural network

(2015) D.K. Gupta et al.   ADVANCES IN SPACE RESEARCH

Performance of Support Vector Machines and Artificial Neural Network for Mapping Endangered Tree Species Using WorldView-2 Data in Dukuduku Forest, South Africa

(2015) Galal Omer et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Multi-method ensemble selection of spectral bands related to leaf biochemistry

(2015) Hannes Feilhauer et al.   REMOTE SENSING OF ENVIRONMENT

Using Class Probabilities to Map Gradual Transitions in Shrub Vegetation from Simulated EnMAP Data

(2015) Stefan Suess et al.   Remote Sensing

The Improvement of Land Cover Classification by Thermal Remote Sensing

(2015) Liya Sun et al.   Remote Sensing

Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data

(2015) Iftikhar Ali et al.   Remote Sensing

Classification of Herbaceous Vegetation Using Airborne Hyperspectral Imagery

(2015) Péter Burai et al.   Remote Sensing

Comparison of Feature Reduction Algorithms for Classifying Tree Species With Hyperspectral Data on Three Central European Test Sites

(2014) Fabian E. Fassnacht et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Estimating standing biomass in papyrus (Cyperus papyrus L.) swamp: exploratory of in situ hyperspectral indices and random forest regression

(2014) Elhadi Adam et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Extraction of Plant Physiological Status from Hyperspectral Signatures Using Machine Learning Methods

(2014) Daniel Doktor et al.   Remote Sensing

Hyperspectral discrimination of tree species with different classifications using single- and multiple-endmember

(2013) Azadeh Ghiyamat et al.   International Journal of Applied Earth Observation and Geoinformation

A framework for mapping tree species combining hyperspectral and LiDAR data: Role of selected classifiers and sensor across three spatial scales

(2013) Aniruddha Ghosh et al.   International Journal of Applied Earth Observation and Geoinformation

Forest tree species discrimination in western Himalaya using EO-1 Hyperion

(2013) Rajee George et al.   International Journal of Applied Earth Observation and Geoinformation

Commercial tree species discrimination using airborne AISA Eagle hyperspectral imagery and partial least squares discriminant analysis (PLS-DA) in KwaZulu–Natal, South Africa

(2013) Kabir Yunus Peerbhay et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Remote sensing for conservation monitoring: Assessing protected areas, habitat extent, habitat condition, species diversity, and threats

(2012) Harini Nagendra et al.   ECOLOGICAL INDICATORS

Tree Species Classification in Boreal Forests With Hyperspectral Data

(2012) Michele Dalponte et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Land cover mapping with emphasis to burnt area delineation using co-orbital ALI and Landsat TM imagery

(2012) George P. Petropoulos et al.   International Journal of Applied Earth Observation and Geoinformation

Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a Random Forest data mining environment

(2012) L. Naidoo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Combining object-based texture measures with a neural network for vegetation mapping in the Everglades from hyperspectral imagery

(2012) Caiyun Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Contextual land-cover classification: incorporating spatial dependence in land-cover classification models using random forests and the Getis statistic

(2011) B. Ghimire et al.   Remote Sensing Letters

Comparing techniques for vegetation classification using multi- and hyperspectral images and ancillary environmental data

(2010) R. Sluiter et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Structure, Components, and Interfaces of the Airborne Prism Experiment (APEX) Processing and Archiving Facility

(2008) A. Hueni et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Classification of Australian forest communities using aerial photography, CASI and HyMap data

(2008) Richard Lucas et al.   REMOTE SENSING OF ENVIRONMENT

APEX - the Hyperspectral ESA Airborne Prism Experiment

(2008) Klaus Itten et al.   SENSORS