Geo-Object-Based Vegetation Mapping via Machine Learning Methods with an Intelligent Sample Collection Scheme: A Case Study of Taibai Mountain, China

Explaining the unsuitability of the kappa coefficient in the assessment and comparison of the accuracy of thematic maps obtained by image classification

(2020) Giles M. Foody   REMOTE SENSING OF ENVIRONMENT

Deep learning in environmental remote sensing: Achievements and challenges

(2020) Qiangqiang Yuan et al.   REMOTE SENSING OF ENVIRONMENT

Stable classification with limited sample: transferring a 30-m resolution sample set collected in 2015 to mapping 10-m resolution global land cover in 2017

(2019) Peng Gong et al.   Science Bulletin

Land parcel-based digital soil mapping of soil nutrient properties in an alluvial-diluvia plain agricultural area in China

(2019) Wen Dong et al.   GEODERMA

Geo-Object-Based Soil Organic Matter Mapping Using Machine Learning Algorithms With Multi-Source Geo-Spatial Data

(2019) Tianjun Wu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Topographic constrained land cover classification in mountain areas using fully convolutional network

(2019) Lijing Gao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A Mixed Model Approach to Vegetation Condition Prediction Using Artificial Neural Networks (ANN): Case of Kenya’s Operational Drought Monitoring

(2019) Adede et al.   Remote Sensing

Optimal Input Features for Tree Species Classification in Central Europe Based on Multi-Temporal Sentinel-2 Data

(2019) Markus Immitzer et al.   Remote Sensing

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

(2018) Shunping Ji et al.   Remote Sensing

Computationally Efficient Mean-Shift Parallel Segmentation Algorithm for High-Resolution Remote Sensing Images

(2018) Tianjun Wu et al.   Journal of the Indian Society of Remote Sensing

Geo-parcel-based geographical thematic mapping using C5.0 decision tree: a case study of evaluating sugarcane planting suitability

(2018) Tianjun Wu et al.   Earth Science Informatics

Deep learning based multi-temporal crop classification

(2018) Liheng Zhong et al.   REMOTE SENSING OF ENVIRONMENT

A comparison of simultaneous temperature and humidity observations from the SW and NE slopes of Kilimanjaro: The role of slope aspect and differential land-cover in controlling mountain climate

(2017) Nicholas C. Pepin et al.   GLOBAL AND PLANETARY CHANGE

Geo-Parcel Based Crop Identification by Integrating High Spatial-Temporal Resolution Imagery from Multi-Source Satellite Data

(2017) Yingpin Yang et al.   Remote Sensing

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

Monitoring Land-Cover Changes: A Machine-Learning Perspective

(2016) Anuj Karpatne et al.   IEEE Geoscience and Remote Sensing Magazine

New vegetation type map of India prepared using satellite remote sensing: Comparison with global vegetation maps and utilities

(2015) P.S. Roy et al.   International Journal of Applied Earth Observation and Geoinformation

Prior Knowledge-Based Automatic Object-Oriented Hierarchical Classification for Updating Detailed Land Cover Maps

(2015) Tianjun Wu et al.   Journal of the Indian Society of Remote Sensing

Forest cover classification using Landsat ETM+ data and time series MODIS NDVI data

(2014) Kun Jia et al.   International Journal of Applied Earth Observation and Geoinformation

Supervised Classification of Multisensor and Multiresolution Remote Sensing Images With a Hierarchical Copula-Based Approach

(2013) Aurelie Voisin et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

Geographic Object-Based Image Analysis – Towards a new paradigm

(2013) Thomas Blaschke et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Urban vegetation classification: Benefits of multitemporal RapidEye satellite data

(2013) Jan Tigges et al.   REMOTE SENSING OF ENVIRONMENT

Development and assessment of a 250m spatial resolution MODIS annual land cover time series (2000–2011) for the forest region of Canada derived from change-based updating

(2013) Darren Pouliot et al.   REMOTE SENSING OF ENVIRONMENT

Detailed maps of tropical forest types are within reach: Forest tree communities for Trinidad and Tobago mapped with multiseason Landsat and multiseason fine-resolution imagery

(2012) E.H. Helmer et al.   FOREST ECOLOGY AND MANAGEMENT

Updating Land-Cover Maps by Classification of Image Time Series: A Novel Change-Detection-Driven Transfer Learning Approach

(2012) Begüm Demir et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Finer resolution observation and monitoring of global land cover: first mapping results with Landsat TM and ETM+ data

(2012) Peng Gong et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Individual Urban Tree Species Classification Using Very High Spatial Resolution Airborne Multi-Spectral Imagery Using Longitudinal Profiles

(2012) Kongwen Zhang et al.   Remote Sensing

Data Fusion of Different Spatial Resolution Remote Sensing Images Applied to Forest-Type Mapping

(2011) P. Kempeneers et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A review of methods for automatic individual tree-crown detection and delineation from passive remote sensing

(2011) Yinghai Ke et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Synergistic use of QuickBird multispectral imagery and LIDAR data for object-based forest species classification

(2010) Yinghai Ke et al.   REMOTE SENSING OF ENVIRONMENT

A hierarchical approach coupled with coarse DEM information for improving the efficiency and accuracy of forest mapping over very rugged terrains

(2009) Guopeng Ren et al.   FOREST ECOLOGY AND MANAGEMENT

Active Learning Methods for Remote Sensing Image Classification

(2009) D. Tuia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

An Active Learning Approach to Hyperspectral Data Classification

(2008) S. Rajan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

An Adaptive Mean-Shift Analysis Approach for Object Extraction and Classification From Urban Hyperspectral Imagery

(2008) Xin Huang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING