A Survey on Deep Learning-Driven Remote Sensing Image Scene Understanding: Scene Classification, Scene Retrieval and Scene-Guided Object Detection

Toward Content-Based Hyperspectral Remote Sensing Image Retrieval (CB-HRSIR): A Preliminary Study Based on Spectral Sensitivity Functions

(2019) Olfa Ben-Ahmed et al.   Remote Sensing

A Fast Sparse Coding Method for Image Classification

(2019) Mujun Zang et al.   Applied Sciences-Basel

Remote Sensing Image Retrieval Using Convolutional Neural Network Features and Weighted Distance

(2018) Famao Ye et al.   IEEE Geoscience and Remote Sensing Letters

Patch-Sorted Deep Feature Learning for High Resolution SAR Image Classification

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

Diversity-Promoting Deep Structural Metric Learning for Remote Sensing Scene Classification

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

Learning Multiscale Deep Features for High-Resolution Satellite Image Scene Classification

(2018) Qingshan Liu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Large-Scale Remote Sensing Image Retrieval by Deep Hashing Neural Networks

(2018) Yansheng Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method

(2018) Bindita Chaudhuri et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

When Deep Learning Meets Metric Learning: Remote Sensing Image Scene Classification via Learning Discriminative CNNs

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

Learning Source-Invariant Deep Hashing Convolutional Neural Networks for Cross-Source Remote Sensing Image Retrieval

(2018) Yansheng Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Duplex Metric Learning for Image Set Classification

(2018) Gong Cheng et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

PatternNet: A benchmark dataset for performance evaluation of remote sensing image retrieval

(2018) Weixun Zhou et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Disaster damage detection through synergistic use of deep learning and 3D point cloud features derived from very high resolution oblique aerial images, and multiple-kernel-learning

(2018) Anand Vetrivel et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Robust infrared small target detection using local steering kernel reconstruction

(2018) Yansheng Li et al.   PATTERN RECOGNITION

An Efficient Hyperspectral Image Retrieval Method: Deep Spectral-Spatial Feature Extraction with DCGAN and Dimensionality Reduction Using t-SNE-Based NM Hashing

(2018) Jing Zhang 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

Study on Multi-Scale Window Determination for GLCM Texture Description in High-Resolution Remote Sensing Image Geo-Analysis Supported by GIS and Domain Knowledge

(2018) Zeying Lan et al.   ISPRS International Journal of Geo-Information

Deep networks under scene-level supervision for multi-class geospatial object detection from remote sensing images

(2018) Yansheng Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Unsupervised Deep Feature Learning for Remote Sensing Image Retrieval

(2018) Xu Tang et al.   Remote Sensing

Automatic Extraction of Built-Up Areas From Panchromatic and Multispectral Remote Sensing Images Using Double-Stream Deep Convolutional Neural Networks

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

A Novel Discriminating and Relative Global Spatial Image Representation with Applications in CBIR

(2018) Bushra Zafar et al.   Applied Sciences-Basel

Deep learning in remote sensing scene classification: a data augmentation enhanced convolutional neural network framework

(2017) Xingrui Yu et al.   GIScience & Remote Sensing

Partial Randomness Hashing for Large-Scale Remote Sensing Image Retrieval

(2017) Peng Li et al.   IEEE Geoscience and Remote Sensing Letters

Recursive Autoencoders-Based Unsupervised Feature Learning for Hyperspectral Image Classification

(2017) Xiangrong Zhang et al.   IEEE Geoscience and Remote Sensing Letters

A Unified Metric Learning-Based Framework for Co-saliency Detection

(2017) Junwei Han et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Domain Adaptation Network for Cross-Scene Classification

(2017) Esam Othman et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Feature Fusion for VHR Remote Sensing Scene Classification

(2017) Souleyman Chaib et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Two-Stage Reranking for Remote Sensing Image Retrieval

(2017) Xu Tang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Learning a Discriminative Distance Metric With Label Consistency for Scene Classification

(2017) Yuebin Wang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

AID: A Benchmark Data Set for Performance Evaluation of Aerial Scene Classification

(2017) Gui-Song Xia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Can a Machine Generate Humanlike Language Descriptions for a Remote Sensing Image?

(2017) Zhenwei Shi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Visual descriptors for content-based retrieval of remote-sensing images

(2017) Paolo Napoletano   INTERNATIONAL JOURNAL OF REMOTE SENSING

Unsupervised Deep Feature Learning for Urban Village Detection from High-Resolution Remote Sensing Images

(2017) Yansheng Li et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Remote Sensing Image Scene Classification: Benchmark and State of the Art

(2017) Gong Cheng et al.   PROCEEDINGS OF THE IEEE

High-Resolution Remote Sensing Image Retrieval Based on CNNs from a Dimensional Perspective

(2017) et al.   Remote Sensing

Learning Low Dimensional Convolutional Neural Networks for High-Resolution Remote Sensing Image Retrieval

(2017) Weixun Zhou et al.   Remote Sensing

Dual-Branch Deep Convolution Neural Network for Polarimetric SAR Image Classification

(2017) Fei Gao et al.   Applied Sciences-Basel

Multiple Feature Hashing Learning for Large-Scale Remote Sensing Image Retrieval

(2017) Dongjie Ye et al.   ISPRS International Journal of Geo-Information

Region-Based Retrieval of Remote Sensing Images Using an Unsupervised Graph-Theoretic Approach

(2016) Bindita Chaudhuri et al.   IEEE Geoscience and Remote Sensing Letters

Unsupervised Multilayer Feature Learning for Satellite Image Scene Classification

(2016) Yansheng Li et al.   IEEE Geoscience and Remote Sensing Letters

Hashing-Based Scalable Remote Sensing Image Search and Retrieval in Large Archives

(2016) Begum Demir et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Three-Layered Graph-Based Learning Approach for Remote Sensing Image Retrieval

(2016) Yuebin Wang 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

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

Stacked Autoencoder-based deep learning for remote-sensing image classification: a case study of African land-cover mapping

(2016) Weijia Li et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A spectral–structural bag-of-features scene classifier for very high spatial resolution remote sensing imagery

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

A survey on object detection in optical remote sensing images

(2016) Gong Cheng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY 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

Big Data for Remote Sensing: Challenges and Opportunities

(2016) Mingmin Chi et al.   PROCEEDINGS OF THE IEEE

Combining satellite imagery and machine learning to predict poverty

(2016) N. Jean et al.   SCIENCE

Content-Based High-Resolution Remote Sensing Image Retrieval via Unsupervised Feature Learning and Collaborative Affinity Metric Fusion

(2016) Yansheng Li et al.   Remote Sensing

Remote sensing big data computing: Challenges and opportunities

(2015) Yan Ma et al.   Future Generation Computer Systems-The International Journal of eScience

Weakly Supervised Learning for Target Detection in Remote Sensing Images

(2015) Dingwen Zhang et al.   IEEE Geoscience and Remote Sensing Letters

Crater Detection Based on Gist Features

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

Pyramid of Spatial Relatons for Scene-Level Land Use Classification

(2015) Shizhi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Object Detection in Optical Remote Sensing Images Based on Weakly Supervised Learning and High-Level Feature Learning

(2015) Junwei Han et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Linear Dirichlet Mixture Model for decomposing scenes: Application to analyzing urban functional zonings

(2015) Xiuyuan Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Aircraft Detection in High-Resolution SAR Images Based on a Gradient Textural Saliency Map

(2015) Yihua Tan et al.   SENSORS

High-resolution remote-sensing imagery retrieval using sparse features by auto-encoder

(2015) Weixun Zhou et al.   Remote Sensing Letters

A cluster-based method to map urban area from DMSP/OLS nightlights

(2014) Yuyu Zhou et al.   REMOTE SENSING OF ENVIRONMENT

High-resolution remote sensing image segmentation based on improved RIU-LBP and SRM

(2013) Jian Cheng et al.   EURASIP Journal on Wireless Communications and Networking

A Linear Support Higher-Order Tensor Machine for Classification

(2013) Zhifeng Hao et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Remote Sensing Image Retrieval by Scene Semantic Matching

(2012) Min Wang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Kernel sparse representation based classification

(2011) Jun Yin et al.   NEUROCOMPUTING

Semantics-Preserving Bag-of-Words Models and Applications

(2010) Lei Wu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Sparse Representation for Computer Vision and Pattern Recognition

(2010) John Wright et al.   PROCEEDINGS OF THE IEEE

Bootstrap Resampling for Image Registration Uncertainty Estimation Without Ground Truth

(2009) J. Kybic   IEEE TRANSACTIONS ON IMAGE PROCESSING

A review of the status of satellite remote sensing and image processing techniques for mapping natural hazards and disasters

(2009) Karen E. Joyce et al.   PROGRESS IN PHYSICAL GEOGRAPHY