Mapping of Agricultural Crops from Single High-Resolution Multispectral Images—Data-Driven Smoothing vs. Parcel-Based Smoothing

Detail-Preserving Smoothing Classifier Based on Conditional Random Fields for High Spatial Resolution Remote Sensing Imagery

(2015) Ji Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Features, Color Spaces, and Boosting: New Insights on Semantic Classification of Remote Sensing Images

(2015) Piotr Tokarczyk et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Hybrid Object-Oriented Conditional Random Field Classification Framework for High Spatial Resolution Remote Sensing Imagery

(2014) Yanfei Zhong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Random forest classification of crop type using multi-temporal TerraSAR-X dual-polarimetric data

(2014) Rei Sonobe et al.   Remote Sensing Letters

Object-Based Image Classification of Summer Crops with Machine Learning Methods

(2014) José Peña et al.   Remote Sensing

Accuracy Assessment Measures for Object-based Image Segmentation Goodness

(2013) Nicholas Clinton et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Parameterizing Support Vector Machines for Land Cover Classification

(2013) Xiaojun Yang   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Broad-scale cruciferous weed patch classification in winter wheat using QuickBird imagery for in-season site-specific control

(2013) Ana Isabel de Castro et al.   PRECISION AGRICULTURE

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

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

An Overview and Comparison of Smooth Labeling Methods for Land-Cover Classification

(2012) Konrad Schindler   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Combining Support Vector Machines and Markov Random Fields in an Integrated Framework for Contextual Image Classification

(2012) Gabriele Moser et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Graph-Based Classification Method for Hyperspectral Images

(2012) Jun Bai et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A segment-based approach to classify agricultural lands by using multi-temporal optical and microwave data

(2012) Asli Ozdarici Ok et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Object Based Image Analysis and Data Mining applied to a remotely sensed Landsat time-series to map sugarcane over large areas

(2012) Matheus Alves Vieira et al.   REMOTE SENSING OF ENVIRONMENT

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Optimal region growing segmentation and its effect on classification accuracy

(2011) Yan Gao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Field-based crop classification using SPOT4, SPOT5, IKONOS and QuickBird imagery for agricultural areas: a comparison study

(2011) Mustafa Turker et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment

(2011) Robert Gilmore Pontius et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

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

Object-based analysis and change detection of major wetland cover types and their classification uncertainty during the low water period at Poyang Lake, China

(2011) Iryna Dronova et al.   REMOTE SENSING OF ENVIRONMENT

Object-based crop identification using multiple vegetation indices, textural features and crop phenology

(2011) José M. Peña-Barragán et al.   REMOTE SENSING OF ENVIRONMENT

Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data

(2010) Jordi Mũnoz-Marí et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Learning Conditional Random Fields for Classification of Hyperspectral Images

(2010) Ping Zhong et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Segmentation of multispectral high-resolution satellite imagery using log Gabor filters

(2010) Pengfeng Xiao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Per-Field Irrigated Crop Classification in Arid Central Asia Using SPOT and ASTER Data

(2010) Christopher Conrad et al.   Remote Sensing

Object- and pixel-based analysis for mapping crops and their agro-environmental associated measures using QuickBird imagery

(2009) Isabel Luisa Castillejo-González et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Object based image analysis for remote sensing

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

A Context-Sensitive Clustering Technique Based on Graph-Cut Initialization and Expectation-Maximization Algorithm

(2008) M. Tyagi et al.   IEEE Geoscience and Remote Sensing Letters

A Comparative Study of Energy Minimization Methods for Markov Random Fields with Smoothness-Based Priors

(2008) R. Szeliski et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Empirical characterization of random forest variable importance measures

(2007) Kellie J. Archer et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS