Transferable instance segmentation of dwellings in a refugee camp - integrating CNN and OBIA

Object-Oriented Method Combined with Deep Convolutional Neural Networks for Land-Use-Type Classification of Remote Sensing Images

(2019) Baoxuan Jin et al.   Journal of the Indian Society of Remote Sensing

Semantic Segmentation on Remotely Sensed Images Using an Enhanced Global Convolutional Network with Channel Attention and Domain Specific Transfer Learning

(2019) Teerapong Panboonyuen et al.   Remote Sensing

Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

Integration of Convolutional Neural Networks and Object-Based Post-Classification Refinement for Land Use and Land Cover Mapping with Optical and SAR Data

(2019) Shengjie Liu et al.   Remote Sensing

Designing deep CNN models based on sparse coding for aerial imagery: a deep-features reduction approach

(2019) Abdul Qayyum et al.   European Journal of Remote Sensing

An object-based and heterogeneous segment filter convolutional neural network for high-resolution remote sensing image classification

(2019) Xin Pan et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Exploring semantic elements for urban scene recognition: Deep integration of high-resolution imagery and OpenStreetMap (OSM)

(2019) Wenzhi Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Smallholder Crop Area Mapped with a Semantic Segmentation Deep Learning Method

(2019) Zhenrong Du et al.   Remote Sensing

Finer Resolution Mapping of Marine Aquaculture Areas Using WorldView-2 Imagery and a Hierarchical Cascade Convolutional Neural Network

(2019) Yongyong Fu et al.   Remote Sensing

Comparing Deep Neural Networks, Ensemble Classifiers, and Support Vector Machine Algorithms for Object-Based Urban Land Use/Land Cover Classification

(2019) Shahab Eddin Jozdani et al.   Remote Sensing

Earth observation tools and services to increase the effectiveness of humanitarian assistance

(2019) Stefan Lang et al.   European Journal of Remote Sensing

A hybrid OSVM-OCNN Method for Crop Classification from Fine Spatial Resolution Remotely Sensed Imagery

(2019) Li et al.   Remote Sensing

Landslide Detection Using Multi-Scale Image Segmentation and Different Machine Learning Models in the Higher Himalayas

(2019) Sepideh Tavakkoli Piralilou et al.   Remote Sensing

Geobia Achievements and Spatial Opportunities in the Era of Big Earth Observation Data

(2019) Stefan Lang et al.   ISPRS International Journal of Geo-Information

Deep convolutional neural network training enrichment using multi-view object-based analysis of Unmanned Aerial systems imagery for wetlands classification

(2018) Tao Liu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

An object-based convolutional neural network (OCNN) for urban land use classification

(2018) Ce Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Hierarchical spatial features learning with deep CNNs for very high-resolution remote sensing image classification

(2018) Guangyun Zhang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Humanitarian applications of machine learning with remote-sensing data: review and case study in refugee settlement mapping

(2018) John A. Quinn et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

A New Method for Region-Based Majority Voting CNNs for Very High Resolution Image Classification

(2018) Xianwei Lv et al.   Remote Sensing

Object-Based Convolutional Neural Network for High-Resolution Imagery Classification

(2017) Wenzhi Zhao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Convolutional Neural Networks for Large-Scale Remote-Sensing Image Classification

(2017) Emmanuel Maggiori et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Stratified Template Matching to Support Refugee Camp Analysis in OBIA Workflows

(2017) Dirk Tiede et al.   Remote Sensing

Good Practices for Object-Based Accuracy Assessment

(2017) Julien Radoux et al.   Remote Sensing

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

Scene classification based on a hierarchical convolutional sparse auto-encoder for high spatial resolution imagery

(2016) Xiaobing Han et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Remote sensing of violent conflict: eyes from above

(2015) Frank D. W. Witmer   INTERNATIONAL JOURNAL OF REMOTE SENSING

Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

(2015) Fan Hu et al.   Remote Sensing

Earth Observation-Based Dwelling Detection Approaches in a Highly Complex Refugee Camp Environment — A Comparative Study

(2014) Kristin Spröhnle et al.   Remote Sensing

Geographic Object-Based Image Analysis – Towards a new paradigm

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

Earth observation (EO)-based ex post assessment of internally displaced person (IDP) camp evolution and population dynamics in Zam Zam, Darfur

(2010) Stefan Lang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Object based image analysis for remote sensing

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