POL-SAR Image Classification Based on Wishart DBN and Local Spatial Information

No abstract is available for this paper.

• Publication year

  2016

• Venue

  IEEE Transactions on Geoscience and Remote Sensing

• Publication date

  2016-01-25

• Fields of study

  Computer Science, Engineering, Environmental Science

• Identifiers
  DOI 10.1109/TGRS.2016.2514504
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Urban Land Use and Land Cover Classification Using Remotely Sensed SAR Data through Deep Belief Networks

  2015cited by this paper
• Wishart RBM based DBN for polarimetric synthetic radar data classification

  2015cited by this paper
• ImageNet Large Scale Visual Recognition Challenge

  2014cited by this paper
• Unsupervised Polarimetric SAR Image Segmentation and Classification Using Region Growing With Edge Penalty

  2012cited by this paper
• Identification of Terrain Cover Using the Optimum Polarimetric Classifier

  2012cited by this paper
• A Practical Guide to Training Restricted Boltzmann Machines

  2012cited by this paper
• Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition

  2012cited by this paper
• Collective Network of Binary Classifier Framework for Polarimetric SAR Image Classification: An Evolutionary Approach

  2012cited by this paper
• Natural Language Processing (Almost) from Scratch

  2011cited by this paper
• A Robust Fuzzy Local Information C-Means Clustering Algorithm

  2010cited by this paper
• Support Vector Machine for Multifrequency SAR Polarimetric Data Classification

  2009influential reference
• Replicated Softmax: an Undirected Topic Model

  2009cited by this paper
• Exploring Strategies for Training Deep Neural Networks

  2009cited by this paper
• Classification comparisons between dual-pol, compact polarimetric and quad-pol SAR imagery

  2009cited by this paper
• The boosting algorithm with application to polarimetric SAR image classification

  2007cited by this paper
• Learning Multilevel Distributed Representations for High-Dimensional Sequences

  2007cited by this paper
• Restricted Boltzmann machines for collaborative filtering

  2007cited by this paper
• A Fast Learning Algorithm for Deep Belief Nets

  2006influential reference
• Modeling Human Motion Using Binary Latent Variables

  2006cited by this paper
• The rate adapting poisson model for information retrieval and object recognition

  2006cited by this paper
• Robust image segmentation using FCM with spatial constraints based on new kernel-induced distance measure

  2004cited by this paper
• Exponential Family Harmoniums with an Application to Information Retrieval

  2004cited by this paper
• Unsupervised terrain classification preserving polarimetric scattering characteristics

  2004cited by this paper
• The use of fully polarimetric information for the fuzzy neural classification of SAR images

  2003cited by this paper
• Training Products of Experts by Minimizing Contrastive Divergence

  2002cited by this paper
• Support vector machine classification of land cover: application to polarimetric SAR data

  2001influential reference
• Unsupervised classification using polarimetric decomposition and the complex Wishart classifier

  1999cited by this paper
• Classification of full polarimetric SAR-data using artificial neural networks and fuzzy algorithms

  1999cited by this paper
• Envisat Mission : Opportunities for science and applications

  1998cited by this paper
• A three-component scattering model for polarimetric SAR data

  1998cited by this paper
• A fuzzy neural network to SAR image classification

  1998cited by this paper
• An entropy based classification scheme for land applications of polarimetric SAR

  1997cited by this paper
• Classification of multifrequency polarimetric SAR imagery using a dynamic learning neural network

  1996cited by this paper
• Intensity and phase statistics of multilook polarimetric and interferometric SAR imagery

  1994cited by this paper
• Classification of multi-look polarimetric SAR imagery based on complex Wishart distribution

  1994cited by this paper
• Physical reality of radar targets

  1993influential reference
• Dr. J. R. Huynen's main contributions in the development of polarimetric radar techniques and how the 'Radar Targets Phenomenological Concept' becomes a theory

  1993cited by this paper
• On radar polarization target decomposition theorems with application to target classification, by using neural network method

  1991cited by this paper
• New decomposition of the radar target scattering matrix

  1990cited by this paper
• Multichannel Texture Analysis Using Localized Spatial Filters

  1990cited by this paper
• Feature motivated polarization scattering matrix decomposition

  1990cited by this paper
• Unsupervised classification of scattering behavior using radar polarimetry data

  1989cited by this paper
• Information processing in dynamical systems: foundations of harmony theory

  1986cited by this paper
• Statistical analysis based on a certain multivariate complex Gaussian distribution

  1963cited by this paper

• GHSS-Net: A Graph-Enhanced Hybrid Self-Supervised Framework for PolSAR Image Classification

  2026cites this paper
• Unsupervised PolSAR image classification based on deep clustering and scattering mechanism

  2026cites this paper
• Mixed convolutional network via homogeneity map guided adaptive fusion for polarimetric SAR image classification

  2026cites this paper
• AutoPolCNN: A neural architecture search method of convolutional neural network for PolSAR image classification

  2025cites this paper
• A Joint Real- and Complex-Valued Network for Classification of Pol(In)SAR Images

  2025cites this paper
• Remote Sensing Video Tracking: Current Status, Challenges, and Future

  2025cites this paper
• Knowledge and Data Co-driven Deep Learning Model for PolSAR Image Classification

  2025cites this paper
• Multi-scale contrastive learning method for PolSAR image classification

  2024cites this paper
• Wood texture detection based on optimized deep belief network model with multiple feature fusion

  2024cites this paper
• A lightweight PolSAR image classification algorithm based on multi-scale feature extraction and local spatial information perception

  2024cites this paper
• PolSAR Image Classification with Active Complex-Valued Convolutional-Wavelet Neural Network and Markov Random Fields

  2024cites this paper
• Heterogeneous Network-Based Contrastive Learning Method for PolSAR Land Cover Classification

  2024cites this paper
• Global Polarimetric Synthetic Aperture Radar Image Segmentation with Data Augmentation and Hybrid Architecture Model

  2024cites this paper
• Rice recognition from Sentinel-1 SLC SAR data based on progressive feature screening and fusion

  2024cites this paper
• Polarimetry-Inspired Contrastive Learning for Class-Imbalanced PolSAR Image Classification

  2024cites this paper
• A Dual-Tree Complex Wavelet Transform Based Complex-Valued Convolutional Neural Network for PolSAR Image Classification

  2024cites this paper
• Building Damage Detection Using Deep Learning Models

  2024cites this paper
• PolSAR Image Classification Based on Relation Network with SWANet

  2023cites this paper
• Ground Object Recognition for Sentinel-1 Imagery Based on Multi-Temporal and Multi-Feature Data Fusion

  2023cites this paper
• Complex-Valued Self-Supervised PolSAR Image Classification Integrating Attention Mechanism

  2023cites this paper
• An Improved Double-Branch Network for Estimation of Crater Ages Based on Semisupervised Learning and Multi-Source Lunar Data

  2023cites this paper
• Toward Small-Sample Radar Target Recognition via Scene Reimaging

  2023cites this paper
• Polarimetric Imaging via Deep Learning: A Review

  2023cites this paper
• Complex-Valued U-Net with Capsule Embedded for Semantic Segmentation of PolSAR Image

  2023cites this paper
• Hybrid Attention-Based Encoder-Decoder Fully Convolutional Network for PolSAR Image Classification

  2023cites this paper
• Feature Fusion Method Based on Local Binary Graph for Polsar Image Classification

  2023cites this paper
• A Statistical-Spatial Feature Learning Network for PolSAR Image Classification

  2022influential citation
• Low frequency and radar’s physical based features for improvement of convolutional neural networks for PolSAR image classification

  2022cites this paper
• Gaussian-type activation function with learnable parameters in complex-valued convolutional neural network and its application for PolSAR classification

  2022cites this paper
• Pol-NAS: A Neural Architecture Search Method With Feature Selection for PolSAR Image Classification

  2022cites this paper
• Attention-Based Deep Sequential Network for Polsar Image Classification

  2022cites this paper
• Reconstruction Error-Based Decomposition Feature Selection for PolSAR Image

  2022cites this paper
• Multifrequency PolSAR Image Fusion Classification Based on Semantic Interactive Information and Topological Structure

  2022cites this paper
• GPCNet: global-context pyramidal and class-balanced network for high-resolution SAR remote sensing image classification

  2022cites this paper
• Development of a generalized model to classify various land covers for ALOS-2 L-Band images using semantic segmentation

  2022cites this paper
• Complex-Valued Multi-Scale Fully Convolutional Network with Stacked-Dilated Convolution for PolSAR Image Classification

  2022cites this paper
• Spatial feature-based convolutional neural network for PolSAR image classification

  2022cites this paper
• Edge-Preserving classification of polarimetric SAR images using Wishart distribution and conditional random field

  2022influential citation
• Parameter selection of Touzi decomposition and a distribution improved autoencoder for PolSAR image classification

  2022cites this paper
• Applying Machine Learning and Time-Series Analysis on Sentinel-1A SAR/InSAR for Characterizing Arctic Tundra Hydro-Ecological Conditions

  2022cites this paper
• Multivariate Statistical Modeling for Multitemporal SAR Change Detection Using Wavelet Transforms and Integrating Subband Dependencies

  2022cites this paper
• A random patches based edge preserving network for land cover classification using Polarimetric Synthetic Aperture Radar images

  2021cites this paper
• Graph Convolutional Networks by Architecture Search for PolSAR Image Classification

  2021cites this paper
• Multiobjective evolutionary algorithm assisted stacked autoencoder for PolSAR image classification

  2021cites this paper
• Deep Fuzzy Graph Convolutional Networks for PolSAR Imagery Pixelwise Classification

  2021influential citation
• A Novel Unsupervised Classification Method for Sandy Land Using Fully Polarimetric SAR Data

  2021influential citation
• Semi-Supervised Classification for PolSAR Data With Multi-Scale Evolving Weighted Graph Convolutional Network

  2021influential citation
• Unsupervised Classification for Polarimetric SAR Data Using Variational Bayesian Wishart Mixture Model with Inverse Gamma-Gamma Prior

  2021cites this paper
• Superpixel-Oriented Classification of PolSAR Images Using Complex-Valued Convolutional Neural Network Driven by Hybrid Data

  2021cites this paper
• Change Detection in Synthetic Aperture Radar Images Based on a Generalized Gamma Deep Belief Networks

  2021cites this paper
• DENet: Double Encoder Network with Feature Refinement and Region Adaption for Terrain Segmentation in PolSAR Images

  2021cites this paper
• SAR data fusion and a novel joint use of neural networks for coastline extraction

  2021cites this paper
• N-Cluster Loss and Hard Sample Generative Deep Metric Learning for PolSAR Image Classification

  2021cites this paper
• Multiscale Curvelet Scattering Network

  2021cites this paper
• Polsar Image Classification with Complex-Valued Residual Attention Enhanced U-NET

  2021influential citation
• Field-Level Crop Classification Using an Optimal Dataset of Multi-temporal Sentinel-1 and Polarimetric RADARSAT-2 SAR Data with Machine Learning Algorithms

  2021cites this paper
• Discrimination of multi-crop scenarios with polarimetric SAR data using Wishart mixture model

  2021cites this paper
• Adaptive Graph Convolutional Network for PolSAR Image Classification

  2021cites this paper
• Semantic segmentation of PolSAR image data using advanced deep learning model

  2021cites this paper
• Gaussian-type activation function for complex-valued CNN and its application in polar-SAR image classification

  2021influential citation
• Representative Learning via Span-Based Mutual Information for PolSAR Image Classification

  2021cites this paper
• Nonlinear Projective Dictionary Pair Learning for PolSAR Image Classification

  2021cites this paper
• A Mutual Information-Based Self-Supervised Learning Model for PolSAR Land Cover Classification

  2021cites this paper
• A Hybrid Network With Structural Constraints for SAR Image Scene Classification

  2021cites this paper
• Making Low-Resolution Satellite Images Reborn: A Deep Learning Approach for Super-Resolution Building Extraction

  2021cites this paper
• Shallow Water Bathymetry Mapping of Xinji Island Based on Multispectral Satellite Image using Deep Learning

  2021cites this paper
• Pattern Recognition of DC Partial Discharge on XLPE Cable Based on ADAM-DBN

  2020cites this paper
• Classification of EgyptSat-1 Images Using Deep Learning Methods

  2020cites this paper
• Superpixel-Driven Optimized Wishart Network for Fast PolSAR Image Classification Using Global ${k}$ -Means Algorithm

  2020influential citation
• POL-SAR Image Classification Based on Modified Stacked Autoencoder Network and Data Distribution

  2020influential citation
• Scatter Matrix Based Domain Adaptation for Bi-Temporal Polarimetric SAR Images

  2020cites this paper
• Structure Label Matrix Completion for PolSAR Image Classification

  2020cites this paper
• Complex Contourlet-CNN for polarimetric SAR image classification

  2020cites this paper
• PolSAR image classification via a novel semi-supervised recurrent complex-valued convolution neural network

  2020cites this paper
• Dense connection and depthwise separable convolution based CNN for polarimetric SAR image classification

  2020cites this paper
• Region level SAR image classification using deep features and spatial constraints

  2020cites this paper
• Identifying Informal Settlements Using Contourlet Assisted Deep Learning

  2020cites this paper
• Bayes-SAR Net: Robust SAR Image Classification with Uncertainty Estimation Using Bayesian Convolutional Neural Network

  2020cites this paper
• Polarimetric SAR Image Semantic Segmentation With 3D Discrete Wavelet Transform and Markov Random Field

  2020cites this paper
• Food image classification and image retrieval based on visual features and machine learning

  2020cites this paper
• Crop Mapping from Sentinel-1 Polarimetric Time-Series with a Deep Neural Network

  2020cites this paper
• SSCV-GANs: Semi-Supervised Complex-Valued GANs for PolSAR Image Classification

  2020cites this paper
• PolSAR Image Classification Based on Low-Frequency and Contour Subbands-Driven Polarimetric SENet

  2020cites this paper
• Classification of polarimetric synthetic aperture radar images based on multilayer Wishart-restricted Boltzmann machine

  2020influential citation
• Deep Learning Semantic Statistical Features’ Labeling Of SAR Image Based On K-MEANS Clustering And Wavelet Transform

  2020cites this paper
• Cost-Sensitive Latent Space Learning for Imbalanced PolSAR Image Classification

  2020influential citation
• Multiscale CNN With Autoencoder Regularization Joint Contextual Attention Network for SAR Image Classification

  2020cites this paper
• Deep Multiview Union Learning Network for Multisource Image Classification

  2020cites this paper
• A New Target Classification Method for Synthetic Aperture Radar Images based on Wavelet Scattering Transform

  2020cites this paper
• Sorting of PoLSAR image by using SNAP software in context based Max Margin

  2020cites this paper
• Recursive Convolution Neural Network for PolSAR Image Classification

  2020cites this paper
• Deep Learning Based Classification Using Semantic Information for Polsar Image

  2020cites this paper
• Deep Adaptive Proposal Network in Optical Remote Sensing Images Objective Detection

  2020cites this paper
• University of Birmingham Dense connection and depthwise separable convolution based CNN for polarimetric SAR image classification

  2020cites this paper
• Adversarial Reconstruction-Classification Networks for PolSAR Image Classification

  2019cites this paper
• Statistics Learning Network Based on the Quadratic Form for SAR Image Classification

  2019cites this paper
• PolSF: PolSAR image dataset on San Francisco

  2019cites this paper
• A Superpixel-Based Relational Auto-Encoder for Feature Extraction of Hyperspectral Images

  2019cites this paper
• Complex-Valued Wishart Stacked Auto-Encoder Network for Polsar Image Classification

  2019cites this paper
• An Active Deep Learning Approach for Minimally-Supervised Polsar Image Classification

  2019influential citation