How Well Do Deep Learning-Based Methods for Land Cover Classification and Object Detection Perform on High Resolution Remote Sensing Imagery?

Automatic Ship Detection Based on RetinaNet Using Multi-Resolution Gaofen-3 Imagery

(2019) Yuanyuan Wang et al.   Remote Sensing

Living in habitats affected by wind turbines may result in an increase in corticosterone levels in ground dwelling animals

(2018) Rafał Łopucki et al.   ECOLOGICAL INDICATORS

DeepUNet: A Deep Fully Convolutional Network for Pixel-Level Sea-Land Segmentation

(2018) Ruirui Li et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Multisource Remote Sensing Data Classification Based on Convolutional Neural Network

(2018) Xiaodong Xu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Algorithms for semantic segmentation of multispectral remote sensing imagery using deep learning

(2018) Ronald Kemker et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A light and faster regional convolutional neural network for object detection in optical remote sensing images

(2018) Peng Ding et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Urban land-use mapping using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery

(2018) Bo Huang et al.   REMOTE SENSING OF ENVIRONMENT

Fast Automatic Airport Detection in Remote Sensing Images Using Convolutional Neural Networks

(2018) Fen Chen et al.   Remote Sensing

Small Object Detection in Optical Remote Sensing Images via Modified Faster R-CNN

(2018) Yun Ren et al.   Applied Sciences-Basel

AnatomyNet: Deep learning for fast and fully automated whole-volume segmentation of head and neck anatomy

(2018) Wentao Zhu et al.   MEDICAL PHYSICS

Object Detection in Very High-Resolution Aerial Images Using One-Stage Densely Connected Feature Pyramid Network

(2018) Hilal Tayara et al.   SENSORS

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

UAS, sensors, and data processing in agroforestry: a review towards practical applications

(2017) Luís Pádua 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

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

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

Car Detection from Low-Altitude UAV Imagery with the Faster R-CNN

(2017) Yongzheng Xu et al.   JOURNAL OF ADVANCED TRANSPORTATION

Deep learning for phenomena-based classification of Earth science images

(2017) Manil Maskey et al.   Journal of Applied Remote Sensing

Ship detection in optical remote sensing images based on deep convolutional neural networks

(2017) Yuan Yao et al.   Journal of Applied Remote Sensing

Robust Vehicle Detection in Aerial Images Based on Cascaded Convolutional Neural Networks

(2017) Jiandan Zhong et al.   SENSORS

Selective convolutional neural networks and cascade classifiers for remote sensing image classification

(2017) Lihong Wan et al.   Remote Sensing Letters

An Efficient and Robust Integrated Geospatial Object Detection Framework for High Spatial Resolution Remote Sensing Imagery

(2017) Xiaobing Han et al.   Remote Sensing

The Observed Impacts of Wind Farms on Local Vegetation Growth in Northern China

(2017) Bijian Tang et al.   Remote Sensing

Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network

(2017) Ying Li et al.   Remote Sensing

Cascade Convolutional Neural Network Based on Transfer-Learning for Aircraft Detection on High-Resolution Remote Sensing Images

(2017) Bin Pan et al.   Journal of Sensors

A Feature-Based Approach of Decision Tree Classification to Map Time Series Urban Land Use and Land Cover with Landsat 5 TM and Landsat 8 OLI in a Coastal City, China

(2017) Lizhong Hua et al.   ISPRS International Journal of Geo-Information

Scene Classification via a Gradient Boosting Random Convolutional Network Framework

(2016) Fan Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Major forest changes and land cover transitions based on plant functional types derived from the ESA CCI Land Cover product

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

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A meta-analysis of remote sensing research on supervised pixel-based land-cover image classification processes: General guidelines for practitioners and future research

(2016) Reza Khatami et al.   REMOTE SENSING OF ENVIRONMENT

Crop Mapping Using PROBA-V Time Series Data at the Yucheng and Hongxing Farm in China

(2016) Xin Zhang et al.   Remote Sensing

Deep Learning Based Feature Selection for Remote Sensing Scene Classification

(2015) Qin Zou et al.   IEEE Geoscience and Remote Sensing Letters

Semantic Segmentation of Remote Sensing Imagery Using Object-Based Markov Random Field Model With Regional Penalties

(2015) Chen Zheng et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Global land cover mapping using Earth observation satellite data: Recent progresses and challenges

(2015) Yifang Ban et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis

(2015) Quanlong Feng et al.   Remote Sensing

Object-based land-cover classification for metropolitan Phoenix, Arizona, using aerial photography

(2014) Xiaoxiao Li et al.   International Journal of Applied Earth Observation and Geoinformation

The Pascal Visual Object Classes Challenge: A Retrospective

(2014) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Evaluating the impact of red-edge band from Rapideye image for classifying insect defoliation levels

(2014) Samuel Adelabu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Object-based approach to national land cover mapping using HJ satellite imagery

(2014) Lei Zhang et al.   Journal of Applied Remote Sensing

Random forest classification of salt marsh vegetation habitats using quad-polarimetric airborne SAR, elevation and optical RS data

(2014) Sybrand van Beijma et al.   REMOTE SENSING OF ENVIRONMENT

A decision-tree classification for low-lying complex land cover types within the zone of discontinuous permafrost

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

Regional climate model simulations indicate limited climatic impacts by operational and planned European wind farms

(2014) Robert Vautard et al.   Nature Communications

Global Land Cover Mapping: A Review and Uncertainty Analysis

(2014) Russell Congalton et al.   Remote Sensing

Building Change Detection from Historical Aerial Photographs Using Dense Image Matching and Object-Based Image Analysis

(2014) Stephan Nebiker et al.   Remote Sensing

Intelligent optimized wind resource assessment and wind turbines selection in Huitengxile of Inner Mongolia, China

(2013) Yao Dong et al.   APPLIED ENERGY

Spectral–Spatial Classification of Multispectral Images Using Kernel Feature Space Representation

(2013) Sergio Bernabe et al.   IEEE Geoscience and Remote Sensing Letters

Sentinels for science: Potential of Sentinel-1, -2, and -3 missions for scientific observations of ocean, cryosphere, and land

(2012) Zbyněk Malenovský et al.   REMOTE SENSING OF ENVIRONMENT

A review of large area monitoring of land cover change using Landsat data

(2012) Matthew C. Hansen et al.   REMOTE SENSING OF ENVIRONMENT

Impacts of wind farms on land surface temperature

(2012) Liming Zhou et al.   Nature Climate Change

Comparing object-based and pixel-based classifications for mapping savannas

(2011) Timothy G. Whiteside et al.   International Journal of Applied Earth Observation and Geoinformation

Google Earth as a virtual globe tool for Earth science applications at the global scale: progress and perspectives

(2011) Le Yu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery

(2011) Dennis C. Duro 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

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Unsupervised Change Detection in Satellite Images Using Principal Component Analysis and $k$-Means Clustering

(2009) Turgay Celik   IEEE Geoscience and Remote Sensing Letters

Object based image analysis for remote sensing

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

The influence of urban structures on impervious surface maps from airborne hyperspectral data

(2009) S. van der Linden et al.   REMOTE SENSING OF ENVIRONMENT

Barotrauma is a significant cause of bat fatalities at wind turbines

(2008) Erin F. Baerwald et al.   CURRENT BIOLOGY

Identifying and quantifying uncertainty and spatial disagreement in the comparison of Global Land Cover for different applications

(2008) STEFFEN FRITZ et al.   GLOBAL CHANGE BIOLOGY

Learning a Mahalanobis distance metric for data clustering and classification

(2008) Shiming Xiang et al.   PATTERN RECOGNITION

Some challenges in global land cover mapping: An assessment of agreement and accuracy in existing 1 km datasets

(2008) M. Herold et al.   REMOTE SENSING OF ENVIRONMENT