Automated delineation of agricultural field boundaries from Sentinel-2 images using recurrent residual U-Net

Automated Meningioma Segmentation in Multiparametric MRI

(2020) Kai Roman Laukamp et al.   Clinical Neuroradiology

ResUNet-a: A deep learning framework for semantic segmentation of remotely sensed data

(2020) Foivos I. Diakogiannis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning on edge: Extracting field boundaries from satellite images with a convolutional neural network

(2020) François Waldner et al.   REMOTE SENSING OF ENVIRONMENT

A Novel Post-Processing Method Based on a Weighted Composite Filter for Enhancing Semantic Segmentation Results

(2020) Xin Cheng et al.   SENSORS

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

A comparison of object-based image analysis approaches for field boundary delineation using multi-temporal Sentinel-2 imagery

(2019) Barry Watkins et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Delineation of agricultural fields in smallholder farms from satellite images using fully convolutional networks and combinatorial grouping

(2019) C. Persello et al.   REMOTE SENSING OF ENVIRONMENT

Delineation of Agricultural Field Boundaries from Sentinel-2 Images Using a Novel Super-Resolution Contour Detector Based on Fully Convolutional Networks

(2019) Khairiya Mudrik Masoud et al.   Remote Sensing

Road Extraction by Deep Residual U-Net

(2018) Zhengxin Zhang et al.   IEEE Geoscience and Remote Sensing Letters

Learning a River Network Extractor Using an Adaptive Loss Function

(2018) Furkan Isikdogan et al.   IEEE Geoscience and Remote Sensing Letters

Recurrent Multiresolution Convolutional Networks for VHR Image Classification

(2018) John Ray Bergado et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

When Deep Learning Meets Metric Learning: Remote Sensing Image Scene Classification via Learning Discriminative CNNs

(2018) Gong Cheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A deep learning approach to DTM extraction from imagery using rule-based training labels

(2018) C.M. Gevaert et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Sentinel-2 cropland mapping using pixel-based and object-based time-weighted dynamic time warping analysis

(2018) Mariana Belgiu et al.   REMOTE SENSING OF ENVIRONMENT

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

(2018) Shunping Ji et al.   Remote Sensing

Improved inception-residual convolutional neural network for object recognition

(2018) Md Zahangir Alom et al.   NEURAL COMPUTING & APPLICATIONS

Estimating the global distribution of field size using crowdsourcing

(2018) Myroslava Lesiv et al.   GLOBAL CHANGE BIOLOGY

Integrating cloud-based workflows in continental-scale cropland extent classification

(2018) Richard Massey et al.   REMOTE SENSING OF ENVIRONMENT

Large area cropland extent mapping with Landsat data and a generalized classifier

(2018) Aparna R. Phalke et al.   REMOTE SENSING OF ENVIRONMENT

Naive semi-supervised deep learning using pseudo-label

(2018) Zhun Li et al.   Peer-to-Peer Networking and Applications

Training Deep Convolutional Neural Networks for Land–Cover Classification of High-Resolution Imagery

(2017) Grant J. Scott et al.   IEEE Geoscience and Remote Sensing Letters

Accurate Object Localization in Remote Sensing Images Based on Convolutional Neural Networks

(2017) Yang Long et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Automatic Road Detection and Centerline Extraction via Cascaded End-to-End Convolutional Neural Network

(2017) Guangliang Cheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Fully Convolutional Networks for Semantic Segmentation

(2017) Evan Shelhamer et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Holistically-Nested Edge Detection

(2017) Saining Xie et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

A machine learning approach for agricultural parcel delineation through agglomerative segmentation

(2017) A. García-Pedrero et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Automated cropland mapping of continental Africa using Google Earth Engine cloud computing

(2017) Jun Xiong et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Detection of cropland field parcels from Landsat imagery

(2017) Jordan Graesser et al.   REMOTE SENSING OF ENVIRONMENT

Object-based crop classification using multi-temporal SPOT-5 imagery and textural features with a Random Forest classifier

(2017) Huanxue Zhang et al.   Geocarto International

A Combined Random Forest and OBIA Classification Scheme for Mapping Smallholder Agriculture at Different Nomenclature Levels Using Multisource Data (Simulated Sentinel-2 Time Series, VHRS and DEM)

(2017) Valentine Lebourgeois et al.   Remote Sensing

Deep Learning Earth Observation Classification Using ImageNet Pretrained Networks

(2016) Dimitrios Marmanis et al.   IEEE Geoscience and Remote Sensing Letters

Target Classification Using the Deep Convolutional Networks for SAR Images

(2016) Sizhe Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Fast mutual modulation fusion for multi-sensor images

(2015) Yufeng Li et al.   OPTIK

Image Segmentation Based on Constrained Spectral Variance Difference and Edge Penalty

(2015) Bo Chen et al.   Remote Sensing

An Automated Method for Annual Cropland Mapping along the Season for Various Globally-Distributed Agrosystems Using High Spatial and Temporal Resolution Time Series

(2015) Nicolas Matton et al.   Remote Sensing

Automated crop field extraction from multi-temporal Web Enabled Landsat Data

(2014) L. Yan et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of machine learning classifiers for mobile malware detection

(2014) Fairuz Amalina Narudin et al.   SOFT COMPUTING

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

(2014) José Peña et al.   Remote Sensing

Field-based sub-boundary extraction from remote sensing imagery using perceptual grouping

(2013) Mustafa Turker et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Learning Hierarchical Features for Scene Labeling

(2012) Clement Farabet et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Seven billion and counting

(2011) Jeff Tollefson   NATURE

Per-pixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery

(2011) Soe W. Myint et al.   REMOTE SENSING OF ENVIRONMENT

Assessing object-based classification: advantages and limitations

(2011) Desheng Liu et al.   Remote Sensing Letters

Classification and regression trees

(2011) Wei-Yin Loh   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

An Edge Embedded Marker-Based Watershed Algorithm for High Spatial Resolution Remote Sensing Image Segmentation

(2010) Deren Li et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

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

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

Estimating Global Cropland Extent with Multi-year MODIS Data

(2010) Kyle Pittman et al.   Remote Sensing

A Novel Protocol for Accuracy Assessment in Classification of Very High Resolution Images

(2009) C. Persello et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING