Deep learning for remote sensing image classification: A survey

Deep Recurrent Neural Networks for Hyperspectral Image Classification

(2017) Lichao Mou 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

Hyperspectral image reconstruction by deep convolutional neural network for classification

(2017) Yunsong Li et al.   PATTERN RECOGNITION

Towards better exploiting convolutional neural networks for remote sensing scene classification

(2017) Keiller Nogueira et al.   PATTERN RECOGNITION

Spectral-spatial classification of hyperspectral imagery using a dual-channel convolutional neural network

(2017) Haokui Zhang et al.   Remote Sensing Letters

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

(2017) Ying Li et al.   Remote Sensing

Convolutional Recurrent Neural Networks forHyperspectral Data Classification

(2017) Hao Wu et al.   Remote Sensing

Deep Learning With Attribute Profiles for Hyperspectral Image Classification

(2016) Erchan Aptoula et al.   IEEE Geoscience and Remote Sensing Letters

Spectral–Spatial Classification of Hyperspectral Image Based on Deep Auto-Encoder

(2016) Xiaorui Ma et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

Dirichlet-Derived Multiple Topic Scene Classification Model for High Spatial Resolution Remote Sensing Imagery

(2016) Bei Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks

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

Unsupervised Deep Feature Extraction for Remote Sensing Image Classification

(2016) Adriana Romero 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

Image Super-Resolution Using Deep Convolutional Networks

(2016) Chao Dong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Semisupervised classification for hyperspectral image based on multi-decision labeling and deep feature learning

(2016) Xiaorui Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Feature significance-based multibag-of-visual-words model for remote sensing image scene classification

(2016) Lijun Zhao et al.   Journal of Applied Remote Sensing

A deep learning framework for hyperspectral image classification using spatial pyramid pooling

(2016) Jun Yue et al.   Remote Sensing Letters

Fast Binary Coding for the Scene Classification of High-Resolution Remote Sensing Imagery

(2016) Fan Hu et al.   Remote Sensing

Hyperspectral Imagery Classification Using Sparse Representations of Convolutional Neural Network Features

(2016) Heming Liang et al.   Remote Sensing

Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art

(2016) Liangpei Zhang et al.   IEEE Geoscience and Remote Sensing Magazine

Unsupervised Spectral–Spatial Feature Learning With Stacked Sparse Autoencoder for Hyperspectral Imagery Classification

(2015) Chao Tao et al.   IEEE Geoscience and Remote Sensing Letters

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

Unsupervised Feature Learning Via Spectral Clustering of Multidimensional Patches for Remotely Sensed Scene Classification

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

Spectral–Spatial Classification of Hyperspectral Data Based on Deep Belief Network

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

Learning High-level Features for Satellite Image Classification With Limited Labeled Samples

(2015) Wen Yang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Local Binary Patterns and Extreme Learning Machine for Hyperspectral Imagery Classification

(2015) Wei Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Saliency-Guided Unsupervised Feature Learning for Scene Classification

(2015) Fan Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

(2015) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

ImageNet Large Scale Visual Recognition Challenge

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

On combining multiscale deep learning features for the classification of hyperspectral remote sensing imagery

(2015) Wenzhi Zhao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Hyperspectral image classification via contextual deep learning

(2015) Xiaorui Ma et al.   EURASIP Journal on Image and Video Processing

Spectral–spatial classification of hyperspectral images using deep convolutional neural networks

(2015) Jun Yue et al.   Remote Sensing Letters

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

(2015) Fan Hu et al.   Remote Sensing

A Regression Approach to Speech Enhancement Based on Deep Neural Networks

(2015) Yong Xu et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Deep Convolutional Neural Networks for Hyperspectral Image Classification

(2015) Wei Hu et al.   Journal of Sensors

Deep Learning-Based Classification of Hyperspectral Data

(2014) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Unsupervised Feature Learning for Aerial Scene Classification

(2013) Anil M. Cheriyadat   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Forest Type Mapping using Object-specific Texture Measures from Multispectral Ikonos Imagery

(2013) Minho Kim et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

High-resolution satellite scene classification using a sparse coding based multiple feature combination

(2011) Guofeng Sheng et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Morphological Attribute Profiles for the Analysis of Very High Resolution Images

(2010) Mauro Dalla Mura et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Supervised Classification of Remotely Sensed Imagery Using a Modified $k$-NN Technique

(2008) L. Samaniego et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING