Very high resolution remote sensing image classification with SEEDS-CNN and scale effect analysis for superpixel CNN classification

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Identifying Generalizable Image Segmentation Parameters for Urban Land Cover Mapping through Meta-Analysis and Regression Tree Modeling

(2018) Brian Johnson et al.   Remote Sensing

Superpixel-Based Multiple Local CNN for Panchromatic and Multispectral Image Classification

(2017) Wei Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Linear Spectral Clustering Superpixel

(2017) Jiansheng Chen et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Sub-pixel vs. super-pixel-based greenspace mapping along the urban–rural gradient using high spatial resolution Gaofen-2 satellite imagery: a case study of Haidian District, Beijing, China

(2017) Weida Yin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A regression modelling approach for optimizing segmentation scale parameters to extract buildings of different sizes

(2017) Shahab E. Jozdani et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A review of supervised object-based land-cover image classification

(2017) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A patch-based convolutional neural network for remote sensing image classification

(2017) Atharva Sharma et al.   NEURAL NETWORKS

Superpixel segmentation: A benchmark

(2017) Murong Wang et al.   SIGNAL PROCESSING-IMAGE COMMUNICATION

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

Spectral–Spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach

(2016) Wenzhi Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments

(2016) Manchun Li et al.   International Journal of Applied Earth Observation and Geoinformation

SVM-based soft classification of urban tree species using very high-spatial resolution remote-sensing imagery

(2016) Jianhua Zhou et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Scene classification using multi-scale deeply described visual words

(2016) Wenzhi Zhao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Learning multiscale and deep representations for classifying remotely sensed imagery

(2016) Wenzhi Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A study of a Gaussian mixture model for urban land-cover mapping based on VHR remote sensing imagery

(2015) Jianbin Tao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

On combining multiscale deep learning features for the classification of hyperspectral remote sensing imagery

(2015) Wenzhi Zhao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Assessing machine-learning algorithms and image- and lidar-derived variables for GEOBIA classification of mining and mine reclamation

(2015) A.E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Scale parameter selection by spatial statistics for GeOBIA: Using mean-shift based multi-scale segmentation as an example

(2015) Dongping Ming et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Local optimal scale in a hierarchical segmentation method for satellite images

(2015) Consuelo Gonzalo-Martín et al.   JOURNAL OF INTELLIGENT INFORMATION SYSTEMS

Deep learning

(2015) Yann LeCun et al.   NATURE

A GEOBIA Methodology for Fragmented Agricultural Landscapes

(2015) Angel Garcia-Pedrero et al.   Remote Sensing

Superpixel-Based Roughness Measure for Multispectral Satellite Image Segmentation

(2015) César Ortiz Toro et al.   Remote Sensing

Automatic identification of agricultural terraces through object-oriented analysis of very high resolution DSMs and multispectral imagery obtained from an unmanned aerial vehicle

(2014) R.A. Diaz-Varela et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Bayesian framework for mapping and classifying shallow landslides exploiting remote sensing and topographic data

(2013) Alessandro C. Mondini et al.   GEOMORPHOLOGY

Adaptive Algorithm for Automated Polygonal Approximation of High Spatial Resolution Remote Sensing Imagery Segmentation Contours

(2013) Jianhua Liu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Geographic Object-Based Image Analysis – Towards a new paradigm

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

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods

(2012) R. Achanta et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Local SVM approaches for fast and accurate classification of remote-sensing images

(2012) Nicola Segata et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

High-resolution urban land-cover classification using a competitive multi-scale object-based approach

(2012) Brian A. Johnson   Remote Sensing Letters

A comparison of three feature selection methods for object-based classification of sub-decimeter resolution UltraCam-L imagery

(2011) A.S. Laliberte et al.   International Journal of Applied Earth Observation and Geoinformation

Introduction to the GEOBIA 2010 special issue: From pixels to geographic objects in remote sensing image analysis

(2011) Elisabeth A. Addink et al.   International Journal of Applied Earth Observation and Geoinformation

Multi-scale GEOBIA with very high spatial resolution digital aerial imagery: scale, texture and image objects

(2011) Minho Kim et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Extraction of complex patterns from multiresolution remote sensing images: A hierarchical top-down methodology

(2011) Camille Kurtz et al.   PATTERN RECOGNITION