Superpixel based land cover classification of VHR satellite image combining multi-scale CNN and scale parameter estimation

An object-based and heterogeneous segment filter convolutional neural network for high-resolution remote sensing image classification

(2019) Xin Pan et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

An experimental comparison of multi-resolution segmentation, SLIC and K-means clustering for object-based classification of VHR imagery

(2018) T. Kavzoglu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Airport Detection on Optical Satellite Images Using Deep Convolutional Neural Networks

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

Training Deep Convolutional Neural Networks for Land–Cover Classification of High-Resolution Imagery

(2017) Grant J. Scott et al.   IEEE Geoscience and Remote Sensing Letters

Airport Detection Based on a Multiscale Fusion Feature for Optical Remote Sensing Images

(2017) Zhifeng Xiao et al.   IEEE Geoscience and Remote Sensing Letters

Object-Based Convolutional Neural Network for High-Resolution Imagery Classification

(2017) Wenzhi Zhao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Accurate Object Localization in Remote Sensing Images Based on Convolutional Neural Networks

(2017) Yang Long et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Convolutional Neural Networks for Large-Scale Remote-Sensing Image Classification

(2017) Emmanuel Maggiori et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Superpixel-Based Multiple Local CNN for Panchromatic and Multispectral Image Classification

(2017) Wei Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Simultaneous extraction of roads and buildings in remote sensing imagery with convolutional neural networks

(2017) Rasha Alshehhi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Rapid broad area search and detection of Chinese surface-to-air missile sites using deep convolutional neural networks

(2017) Richard A. Marcum et al.   Journal of Applied Remote Sensing

Classification of semiurban landscapes from very high-resolution satellite images using a regionalized multiscale segmentation approach

(2017) Taskin Kavzoglu et al.   Journal of Applied Remote Sensing

Towards better exploiting convolutional neural networks for remote sensing scene classification

(2017) Keiller Nogueira et al.   PATTERN RECOGNITION

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

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

Multi-Feature Segmentation for High-Resolution Polarimetric SAR Data Based on Fractal Net Evolution Approach

(2017) Qihao Chen et al.   Remote Sensing

Hyperspectral Target Detection via Adaptive Joint Sparse Representation and Multi-Task Learning with Locality Information

(2017) Yuxiang Zhang et al.   Remote Sensing

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

(2017) et al.   Remote Sensing

Segment-before-Detect: Vehicle Detection and Classification through Semantic Segmentation of Aerial Images

(2017) Nicolas Audebert et al.   Remote Sensing

Gated Convolutional Neural Network for Semantic Segmentation in High-Resolution Images

(2017) Hongzhen Wang et al.   Remote Sensing

Cost-Effective Class-Imbalance Aware CNN for Vehicle Localization and Categorization in High Resolution Aerial Images

(2017) Feimo Li et al.   Remote Sensing

Fast Segmentation and Classification of Very High Resolution Remote Sensing Data Using SLIC Superpixels

(2017) Ovidiu Csillik   Remote Sensing

Classification for High Resolution Remote Sensing Imagery Using a Fully Convolutional Network

(2017) Gang Fu et al.   Remote Sensing

Maritime Semantic Labeling of Optical Remote Sensing Images with Multi-Scale Fully Convolutional Network

(2017) Haoning Lin et al.   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

Weakly Supervised Learning Based on Coupled Convolutional Neural Networks for Aircraft Detection

(2016) Fan Zhang 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

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 Oil Palm Tree Detection and Counting for High-Resolution Remote Sensing Images

(2016) Weijia Li et al.   Remote Sensing

Classification and Segmentation of Satellite Orthoimagery Using Convolutional Neural Networks

(2016) Martin Längkvist 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

Multiview Deep Learning for Land-Use Classification

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

Compressed-Domain Ship Detection on Spaceborne Optical Image Using Deep Neural Network and Extreme Learning Machine

(2015) Jiexiong Tang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Elliptic Fourier transformation-based histograms of oriented gradients for rotationally invariant object detection in remote-sensing images

(2015) Zhifeng Xiao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Scale parameter selection by spatial statistics for GeOBIA: Using mean-shift based multi-scale segmentation as an example

(2015) Dongping Ming et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Local optimal scale in a hierarchical segmentation method for satellite images

(2015) Consuelo Gonzalo-Martín et al.   JOURNAL OF INTELLIGENT INFORMATION SYSTEMS

Deep learning

(2015) Yann LeCun et al.   NATURE

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

(2015) Jun Yue et al.   Remote Sensing Letters

A local approach to optimize the scale parameter in multiresolution segmentation for multispectral imagery

(2015) F. Cánovas-García et al.   Geocarto International

Optimal Combination of Classification Algorithms and Feature Ranking Methods for Object-Based Classification of Submeter Resolution Z/I-Imaging DMC Imagery

(2015) Fulgencio Cánovas-García 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

Vehicle Detection in Satellite Images by Hybrid Deep Convolutional Neural Networks

(2014) Xueyun Chen et al.   IEEE Geoscience and Remote Sensing Letters

Autofocusing Techniques for GPR Data from RC Bridge Decks

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

SEEDS: Superpixels Extracted Via Energy-Driven Sampling

(2014) Michael Van den Bergh et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Object-Based Land-Cover Mapping with High Resolution Aerial Photography at a County Scale in Midwestern USA

(2014) Xiaoxiao Li et al.   Remote Sensing

Change detection from remotely sensed images: From pixel-based to object-based approaches

(2013) Masroor Hussain et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Geographic Object-Based Image Analysis – Towards a new paradigm

(2013) Thomas Blaschke et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Advances in Very-High-Resolution Remote Sensing [Scanning the Issue]

(2013) Jon Atli Benediktsson et al.   PROCEEDINGS OF THE IEEE

Semivariogram-Based Spatial Bandwidth Selection for Remote Sensing Image Segmentation With Mean-Shift Algorithm

(2012) Dongping Ming et al.   IEEE Geoscience and Remote Sensing Letters

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods

(2012) R. Achanta et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Land-Cover Mapping by Markov Modeling of Spatial–Contextual Information in Very-High-Resolution Remote Sensing Images

(2012) G. Moser et al.   PROCEEDINGS OF THE IEEE

Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition

(2011) G. E. Dahl et al.   IEEE Transactions on Audio Speech and Language Processing

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

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

A spatial–spectral kernel-based approach for the classification of remote-sensing images

(2011) M. Fauvel et al.   PATTERN RECOGNITION

Per-pixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery

(2011) Soe W. Myint et al.   REMOTE SENSING OF ENVIRONMENT

Spatial dependence of predictions from image segmentation: A variogram-based method to determine appropriate scales for producing land-management information

(2010) Jason W. Karl et al.   Ecological Informatics

ESP: a tool to estimate scale parameter for multiresolution image segmentation of remotely sensed data

(2010) Lucian Drǎguţ et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

TurboPixels: Fast Superpixels Using Geometric Flows

(2009) A. Levinshtein et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

The Pascal Visual Object Classes (VOC) Challenge

(2009) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Object based image analysis for remote sensing

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

Object-based land cover classification of shaded areas in high spatial resolution imagery of urban areas: A comparison study

(2009) Weiqi Zhou et al.   REMOTE SENSING OF ENVIRONMENT