High-Resolution U-Net: Preserving Image Details for Cultivated Land Extraction

Farmland Extraction from High Spatial Resolution Remote Sensing Images Based on Stratified Scale Pre-Estimation

(2019) Lu Xu et al.   Remote Sensing

Detecting Large-Scale Urban Land Cover Changes from Very High Resolution Remote Sensing Images Using CNN-Based Classification

(2019) Chi Zhang et al.   ISPRS International Journal of Geo-Information

Learning Compact and Discriminative Stacked Autoencoder for Hyperspectral Image Classification

(2019) Peicheng Zhou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multi-sensor cloud and cloud shadow segmentation with a convolutional neural network

(2019) Marc Wieland et al.   REMOTE SENSING OF ENVIRONMENT

Exploring Hierarchical Convolutional Features for Hyperspectral Image Classification

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

Semantic Segmentation for High Spatial Resolution Remote Sensing Images Based on Convolution Neural Network and Pyramid Pooling Module

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

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

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

Urban Land Use and Land Cover Classification Using Novel Deep Learning Models Based on High Spatial Resolution Satellite Imagery

(2018) Pengbin Zhang et al.   SENSORS

A Two-Branch CNN Architecture for Land Cover Classification of PAN and MS Imagery

(2018) Raffaele Gaetano et al.   Remote Sensing

Joint Deep Learning for land cover and land use classification

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

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

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

A machine learning approach for agricultural parcel delineation through agglomerative segmentation

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

Towards better exploiting convolutional neural networks for remote sensing scene classification

(2017) Keiller Nogueira et al.   PATTERN RECOGNITION

Comparison of Random Forest, k-Nearest Neighbor, and Support Vector Machine Classifiers for Land Cover Classification Using Sentinel-2 Imagery

(2017) Phan Thanh Noi et al.   SENSORS

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

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

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

Scene Classification via a Gradient Boosting Random Convolutional Network Framework

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

Learning multiscale and deep representations for classifying remotely sensed imagery

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

Deep Learning Based Feature Selection for Remote Sensing Scene Classification

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

Multiview Deep Learning for Land-Use Classification

(2015) F. P. S. Luus et al.   IEEE Geoscience and Remote Sensing Letters

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Object-Based Crop Classification with Landsat-MODIS Enhanced Time-Series Data

(2015) Qingting Li et al.   Remote Sensing

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

(2015) Fan Hu et al.   Remote Sensing

Advances in Remote Sensing of Agriculture: Context Description, Existing Operational Monitoring Systems and Major Information Needs

(2013) Clement Atzberger   Remote Sensing

Mapping abandoned agriculture with multi-temporal MODIS satellite data

(2012) Camilo Alcantara et al.   REMOTE SENSING OF ENVIRONMENT

Support vector machines in remote sensing: A review

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

Global Croplands and their Importance for Water and Food Security in the Twenty-first Century: Towards an Ever Green Revolution that Combines a Second Green Revolution with a Blue Revolution

(2010) Prasad S. Thenkabail   Remote Sensing