Impact of Texture Information on Crop Classification with Machine Learning and UAV Images

Ultra-high spatial resolution fractional vegetation cover from unmanned aerial multispectral imagery

(2019) Bethany Melville et al.   International Journal of Applied Earth Observation and Geoinformation

An Efficient Approach Based on UAV Orthographic Imagery to Map Paddy With Support of Field-Level Canopy Height From Point Cloud Data

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

Urban Land Cover Classification With Missing Data Modalities Using Deep Convolutional Neural Networks

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

A novel active learning approach for the classification of hyperspectral imagery using quasi-Newton multinomial logistic regression

(2018) Kun Tan et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Object-based feature selection for crop classification using multi-temporal high-resolution imagery

(2018) Qian Song et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Improvement of Moderate Resolution Land Use and Land Cover Classification by Introducing Adjacent Region Features

(2018) Longlong Yu et al.   Remote Sensing

Estimation of Vegetable Crop Parameter by Multi-temporal UAV-Borne Images

(2018) Thomas Moeckel et al.   Remote Sensing

An Automatic Random Forest-OBIA Algorithm for Early Weed Mapping between and within Crop Rows Using UAV Imagery

(2018) Ana de Castro et al.   Remote Sensing

3D Convolutional Neural Networks for Crop Classification with Multi-Temporal Remote Sensing Images

(2018) Shunping Ji et al.   Remote Sensing

Crop Classification in a Heterogeneous Arable Landscape Using Uncalibrated UAV Data

(2018) Jonas Böhler et al.   Remote Sensing

Representative Band Selection for Hyperspectral Image Classification

(2018) Fuding Xie et al.   ISPRS International Journal of Geo-Information

An Agricultural Perspective on Flying Sensors: State of the Art, Challenges, and Future Directions

(2018) Muhammad Ahsan Latif   IEEE Geoscience and Remote Sensing Magazine

Mapping crop cover using multi-temporal Landsat 8 OLI imagery

(2017) Rei Sonobe et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Hierarchical land cover and vegetation classification using multispectral data acquired from an unmanned aerial vehicle

(2017) Oumer S. Ahmed et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Comparison of simulated hyperspectral HyspIRI and multispectral Landsat 8 and Sentinel-2 imagery for multi-seasonal, regional land-cover mapping

(2017) Matthew L. Clark   REMOTE SENSING OF ENVIRONMENT

A Study for Texture Feature Extraction of High-Resolution Satellite Images Based on a Direction Measure and Gray Level Co-Occurrence Matrix Fusion Algorithm

(2017) Xin Zhang et al.   SENSORS

Spatial and Spectral Hybrid Image Classification for Rice Lodging Assessment through UAV Imagery

(2017) Ming-Der Yang et al.   Remote Sensing

Self-Learning Based Land-Cover Classification Using Sequential Class Patterns from Past Land-Cover Maps

(2017) Yeseul Kim et al.   Remote Sensing

Detection and Segmentation of Vine Canopy in Ultra-High Spatial Resolution RGB Imagery Obtained from Unmanned Aerial Vehicle (UAV): A Case Study in a Commercial Vineyard

(2017) Carlos Poblete-Echeverría et al.   Remote Sensing

Improving Land Use/Land Cover Classification by Integrating Pixel Unmixing and Decision Tree Methods

(2017) Chao Yang et al.   Remote Sensing

Evaluation of Feature Selection Methods for Object-Based Land Cover Mapping of Unmanned Aerial Vehicle Imagery Using Random Forest and Support Vector Machine Classifiers

(2017) Lei Ma et al.   ISPRS International Journal of Geo-Information

Hyperspectral Image Classification via Multitask Joint Sparse Representation and Stepwise MRF Optimization

(2016) Yuan Yuan et al.   IEEE Transactions on Cybernetics

Pixel-based crop classification in Peru from Landsat 7 ETM+ images using a Random Forest model

(2016) Kenichi TATSUMI et al.   JOURNAL OF AGRICULTURAL METEOROLOGY

Overview and Current Status of Remote Sensing Applications Based on Unmanned Aerial Vehicles (UAVs)

(2015) Gonzalo Pajares   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis

(2015) Quanlong Feng et al.   Remote Sensing

Recent applications of unmanned aerial imagery in natural resource management

(2014) Mozhdeh Shahbazi et al.   GIScience & Remote Sensing

A Review of Remote Sensing Image Classification Techniques: the Role of Spatio-contextual Information

(2014) Miao Li et al.   European Journal of Remote Sensing

Analyzing fine-scale wetland composition using high resolution imagery and texture features

(2013) Zoltan Szantoi et al.   International Journal of Applied Earth Observation and Geoinformation

Assessing agricultural risks of climate change in the 21st century in a global gridded crop model intercomparison

(2013) Cynthia Rosenzweig et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

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

Phenological Metrics Derived over the European Continent from NDVI3g Data and MODIS Time Series

(2013) Clement Atzberger et al.   Remote Sensing

Global food demand and the sustainable intensification of agriculture

(2011) D. Tilman et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Estimation of tropical forest structure from SPOT-5 satellite images

(2010) Miguel Angel Castillo-Santiago et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Support Vector Machines for classification and regression

(2009) Richard G. Brereton et al.   ANALYST

Object‐based change detection using correlation image analysis and image segmentation

(2007) J. Im et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING