How Well Do Deep Learning-Based Methods for Land Cover Classification and Object Detection Perform on High Resolution Remote Sensing Imagery?
出版年份 2020 全文链接
标题
How Well Do Deep Learning-Based Methods for Land Cover Classification and Object Detection Perform on High Resolution Remote Sensing Imagery?
作者
关键词
-
出版物
Remote Sensing
Volume 12, Issue 3, Pages 417
出版商
MDPI AG
发表日期
2020-01-29
DOI
10.3390/rs12030417
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- 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
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationAdd your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload Now