Crop Mapping Using Random Forest and Particle Swarm Optimization based on Multi-Temporal Sentinel-2

Optimal Temporal Window Selection for Winter Wheat and Rapeseed Mapping with Sentinel-2 Images: A Case Study of Zhongxiang in China

(2020) Shiyao Meng et al.   Remote Sensing

Optimizing Feature Selection of Individual Crop Types for Improved Crop Mapping

(2020) Leikun Yin et al.   Remote Sensing

Mapping croplands, cropping patterns, and crop types using MODIS time-series data

(2018) Yaoliang Chen et al.   International Journal of Applied Earth Observation and Geoinformation

A two-dimensional (2-D) learning framework for Particle Swarm based feature selection

(2018) Faizal Hafiz et al.   PATTERN RECOGNITION

How much does multi-temporal Sentinel-2 data improve crop type classification?

(2018) Francesco Vuolo et al.   International Journal of Applied Earth Observation and Geoinformation

Intra-annual reflectance composites from Sentinel-2 and Landsat for national-scale crop and land cover mapping

(2018) Patrick Griffiths et al.   REMOTE SENSING OF ENVIRONMENT

Spatio-temporal monitoring of cotton cultivation using ground-based and airborne multispectral sensors in GIS environment

(2017) Antonis Papadopoulos et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

MODIS phenology-derived, multi-year distribution of conterminous U.S. crop types

(2017) Richard Massey et al.   REMOTE SENSING OF ENVIRONMENT

A new method for crop classification combining time series of radar images and crop phenology information

(2017) Damian Bargiel   REMOTE SENSING OF ENVIRONMENT

National-scale soybean mapping and area estimation in the United States using medium resolution satellite imagery and field survey

(2017) Xiao-Peng Song et al.   REMOTE SENSING OF ENVIRONMENT

Mapping Winter Wheat with Multi-Temporal SAR and Optical Images in an Urban Agricultural Region

(2017) Tao Zhou et al.   SENSORS

Mapping regional cropping patterns by using GF-1 WFV sensor data

(2017) Qian SONG et al.   Journal of Integrative Agriculture

In-Season Crop Mapping with GF-1/WFV Data by Combining Object-Based Image Analysis and Random Forest

(2017) Qian Song et al.   Remote Sensing

Informative spectral bands for remote green LAI estimation in C3 and C4 crops

(2016) Oz Kira et al.   AGRICULTURAL AND FOREST METEOROLOGY

Opposition chaotic fitness mutation based adaptive inertia weight BPSO for feature selection in text clustering

(2016) Kusum Kumari Bharti et al.   APPLIED SOFT COMPUTING

A hybrid particle swarm optimization for feature subset selection by integrating a novel local search strategy

(2016) Parham Moradi et al.   APPLIED SOFT COMPUTING

Crop type mapping in a highly fragmented and heterogeneous agricultural landscape: A case of central Iran using multi-temporal Landsat 8 imagery

(2016) Ali Asgarian et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Survey on Evolutionary Computation Approaches to Feature Selection

(2016) Bing Xue et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Spectral band selection for vegetation properties retrieval using Gaussian processes regression

(2016) Jochem Verrelst et al.   International Journal of Applied Earth Observation and Geoinformation

Assessing the robustness of Random Forests to map land cover with high resolution satellite image time series over large areas

(2016) Charlotte Pelletier et al.   REMOTE SENSING OF ENVIRONMENT

Improved Early Crop Type Identification By Joint Use of High Temporal Resolution SAR And Optical Image Time Series

(2016) Jordi Inglada et al.   Remote Sensing

A support vector machine to identify irrigated crop types using time-series Landsat NDVI data

(2015) Baojuan Zheng et al.   International Journal of Applied Earth Observation and Geoinformation

Automated annual cropland mapping using knowledge-based temporal features

(2015) François Waldner et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Decision fusion and non-parametric classifiers for land use mapping using multi-temporal RapidEye data

(2015) Fabian Löw et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

In-Season Mapping of Crop Type with Optical and X-Band SAR Data: A Classification Tree Approach Using Synoptic Seasonal Features

(2015) Paolo Villa et al.   Remote Sensing

A new approach for crop identification with wavelet variance and JM distance

(2014) Bingwen Qiu et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Assessing integration of intensity, polarimetric scattering, interferometric coherence and spatial texture metrics in PALSAR-derived land cover classification

(2014) Huiran Jin et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation

(2013) William James Frampton et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Efficient corn and soybean mapping with temporal extendability: A multi-year experiment using Landsat imagery

(2013) Liheng Zhong et al.   REMOTE SENSING OF ENVIRONMENT

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

Comparison of support vector machine, neural network, and CART algorithms for the land-cover classification using limited training data points

(2012) Yang Shao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Random Forest classification of Mediterranean land cover using multi-seasonal imagery and multi-seasonal texture

(2012) V.F. Rodriguez-Galiano et al.   REMOTE SENSING OF ENVIRONMENT

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data

(2010) Björn Waske et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Classifiers vs. input variables—The drivers in image classification for land cover mapping

(2009) M. Heinl et al.   International Journal of Applied Earth Observation and Geoinformation

Classifier ensembles for land cover mapping using multitemporal SAR imagery

(2009) Björn Waske et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Development of a two-band enhanced vegetation index without a blue band

(2008) Z JIANG et al.   REMOTE SENSING OF ENVIRONMENT