A Deep Convolutional Coupling Network for Change Detection Based on Heterogeneous Optical and Radar Images

No abstract is available for this paper.

• Publication year

  2018

• Venue

  IEEE Transactions on Neural Networks and Learning Systems

• Publication date

  2018-03-01

• Fields of study

  Medicine, Computer Science, Engineering, Environmental Science

• Identifiers
  DOI 10.1109/TNNLS.2016.2636227PMID 28026789
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Change Detection in Synthetic Aperture Radar Images Based on Deep Neural Networks

  2016cited by this paper
• Deep Learning

  2016cited by this paper
• A multiobjective fuzzy clustering method for change detection in SAR images

  2016cited by this paper
• A Multiobjective Sparse Feature Learning Model for Deep Neural Networks

  2015cited by this paper
• A New Multivariate Statistical Model for Change Detection in Images Acquired by Homogeneous and Heterogeneous Sensors

  2015influential reference
• Deep transfer learning for classification of time-delayed Gaussian networks

  2015cited by this paper
• Blind Image Quality Assessment via Deep Learning

  2015cited by this paper
• Scene Recognition by Manifold Regularized Deep Learning Architecture

  2015cited by this paper
• Change detection for optical and radar images using a Bayesian nonparametric model coupled with a Markov random field

  2015cited by this paper
• Object Detection in Optical Remote Sensing Images Based on Weakly Supervised Learning and High-Level Feature Learning

  2015cited by this paper
• Spectral alignment of multi-temporal cross-sensor images with automated kernel canonical correlation analysis

  2015cited by this paper
• Change Detection in Heterogeneous Remote Sensing Images Based on Multidimensional Evidential Reasoning

  2015cited by this paper
• Building Change Detection Based on Satellite Stereo Imagery and Digital Surface Models

  2014cited by this paper
• MIMOSA: An Automatic Change Detection Method for SAR Time Series

  2014cited by this paper
• Learning Deep Hierarchical Visual Feature Coding

  2014cited by this paper
• Fuzzy Clustering With a Modified MRF Energy Function for Change Detection in Synthetic Aperture Radar Images

  2014cited by this paper
• A sparse-response deep belief network based on rate distortion theory

  2014cited by this paper
• Fuzzy C-Means Clustering With Local Information and Kernel Metric for Image Segmentation

  2013cited by this paper
• Integration of Gibbs Markov Random Field and Hopfield-Type Neural Networks for Unsupervised Change Detection in Remotely Sensed Multitemporal Images

  2013cited by this paper
• Multilingual Deep Learning

  2013cited by this paper
• Supervised change detection in VHR images using contextual information and support vector machines

  2013cited by this paper
• Object-based land cover change detection for cross-sensor images

  2013cited by this paper
• Representation Learning: A Review and New Perspectives

  2012cited by this paper
• A Neighborhood-Based Ratio Approach for Change Detection in SAR Images

  2012cited by this paper
• Change Detection in Synthetic Aperture Radar Images based on Image Fusion and Fuzzy Clustering

  2012influential reference
• Monitoring Land-Use Change in Nakuru (Kenya) Using Multi-Sensor Satellite Data

  2012influential reference
• Contractive Auto-Encoders: Explicit Invariance During Feature Extraction

  2011cited by this paper
• An A-Contrario Approach for Subpixel Change Detection in Satellite Imagery

  2010cited by this paper
• Earthquake Damage Assessment of Buildings Using VHR Optical and SAR Imagery

  2010cited by this paper
• Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion

  2010cited by this paper
• Unsupervised Change Detection in Multispectral Remotely Sensed Imagery With Level Set Methods

  2010cited by this paper
• A Context-Sensitive Technique Robust to Registration Noise for Change Detection in VHR Multispectral Images

  2010cited by this paper
• Kernel-Based Framework for Multitemporal and Multisource Remote Sensing Data Classification and Change Detection

  2008cited by this paper
• Change Detection in Multisensor SAR Images Using Bivariate Gamma Distributions

  2008cited by this paper
• Extracting and composing robust features with denoising autoencoders

  2008cited by this paper
• Conditional Copulas for Change Detection in Heterogeneous Remote Sensing Images

  2008cited by this paper
• A REVIEW OF MULTI-TEMPORAL REMOTE SENSING DATA CHANGE DETECTION ALGORITHMS

  2008cited by this paper
• Sparse deep belief net model for visual area V2

  2007cited by this paper
• The Regularized Iteratively Reweighted MAD Method for Change Detection in Multi- and Hyperspectral Data

  2007cited by this paper
• A Theoretical Framework for Unsupervised Change Detection Based on Change Vector Analysis in the Polar Domain

  2007cited by this paper
• A New Statistical Similarity Measure for Change Detection in Multitemporal SAR Images and Its Extension to Multiscale Change Analysis

  2007cited by this paper
• Greedy Layer-Wise Training of Deep Networks

  2006cited by this paper
• A Fast Learning Algorithm for Deep Belief Nets

  2006influential reference
• A Hopfield Neural Network for Image Change Detection

  2006cited by this paper
• A detail-preserving scale-driven approach to change detection in multitemporal SAR images

  2005cited by this paper
• Image change detection algorithms: a systematic survey

  2005cited by this paper
• An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images

  2005cited by this paper
• Generalized minimum-error thresholding for unsupervised change detection from SAR amplitude imagery

  2005cited by this paper
• A new statistical model for Markovian classification of urban areas in high-resolution SAR images

  2004cited by this paper
• Application of log-cumulants to the detection of spatiotemporal discontinuities in multitemporal SAR images

  2004cited by this paper
• An adaptive semiparametric and context-based approach to unsupervised change detection in multitemporal remote-sensing images

  2002cited by this paper
• Gradient-based learning applied to document recognition

  1998cited by this paper
• Review Article Digital change detection techniques using remotely-sensed data

  1989cited by this paper
• Inland wetland change detection using aircraft MSS data

  1987cited by this paper
• Coefficient Kappa: Some Uses, Misuses, and Alternatives

  1981cited by this paper

• Multimodal remote sensing change detection: An image matching perspective

  2026cites this paper
• MMUEChange: A generalized LLM agent framework for intelligent multi-modal urban environment change analysis

  2026cites this paper
• Lightweight Heterogeneous Change Detection Based on Backpropagation-Free Online Fine-Tuning

  2026influential citation
• Adaptive Separation Complementary Fusion Network for High-Resolution Image Change Detection

  2026cites this paper
• DDCL-GAN: a novel dual-domain contrastive learning generative adversarial network for unsupervised multimodal remote sensing image change detection

  2026cites this paper
• WaveHFG: High-Frequency Guidance for Heterogeneous Remote Sensing Image Change Detection With Wavelet Features

  2026cites this paper
• SMART-Ship: A Comprehensive Synchronized Multi-modal Aligned Remote Sensing Targets Dataset and Benchmark for Berthed Ships Analysis

  2025cites this paper
• ICSF: Integrating Inter-Modal and Cross-Modal Learning Framework for Self-Supervised Heterogeneous Change Detection

  2025influential citation
• MSCD-Net: From Unimodal to Multimodal Semantic Change Detection

  2025cites this paper
• Cross-modal feature interaction network for heterogeneous change detection

  2025cites this paper
• Refined change detection in heterogeneous low-resolution remote sensing images for disaster emergency response

  2025cites this paper
• Building change detection via classification in high-resolution aerial imagery

  2025cites this paper
• Semantic-Driven Hierarchical Fusion With Adaptive Reasoning for Weak-Information Target Change Detection in Remote Sensing Images

  2025cites this paper
• Multi-Head Graph Attention Adversarial Autoencoder Network for Unsupervised Change Detection Using Heterogeneous Remote Sensing Images

  2025cites this paper
• Operational Change Detection for Geographical Information: Overview and Challenges

  2025cites this paper
• MSA-Net: A Multi-Scale Adaptive Network for Remote Sensing Change Detection

  2025cites this paper
• Hypergraph-Based Change Detection in Heterogeneous Remote Sensing Images

  2025cites this paper
• DCSC Mamba: A Novel Network for Building Change Detection with Dense Cross-Fusion and Spatial Compensation

  2025cites this paper
• Heterogeneous remote sensing image change detection network based on multi-scale feature modal transformation

  2025cites this paper
• Urban change detection of remote sensing images via deep-feature extraction

  2025cites this paper
• A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, strategies, and challenges

  2025cites this paper
• Multi-Modal Fusion of SAR and Optical Data for Crop Classification: Comprehensive Analysis of Methodologies, Barriers, and Future Perspectives

  2025cites this paper
• Lightweight Change Detection With Backpropagation-Free Online Finetuning Method For Heterogeneous Remote Sensing Images

  2025influential citation
• Cycle-Based Frequency Disentanglement Diffusion Model With Self-Training for Cross-Domain Hyperspectral-RGB Change Detection

  2025cites this paper
• Manifold Learning and Deep Generative Networks for Heterogeneous Change Detection From Hyperspectral and Synthetic Aperture Radar Images

  2025cites this paper
• Asymmetric image translation network for unsupervised heterogeneous change detection

  2025cites this paper
• Cross-Domain Difference Representation Learning for Unsupervised Heterogeneous Change Detection

  2025cites this paper
• A Semantic Change Detection Network Based on Boundary Detection and Task Interaction for High-Resolution Remote Sensing Images

  2025cites this paper
• A graph contrastive learning network for change detection with heterogeneous remote sensing images

  2025cites this paper
• Bipartite Spatial Transformer Difference Network for Unsupervised Change Detection in Misaligned Images

  2025influential citation
• Bi-DiffCD: Bidirectional Diffusion Guided Collaborative Change Detection for Arbitrary-Modal Remote Sensing Images

  2025cites this paper
• Multimodal Feature Fusion Network With Text Difference Enhancement for Remote Sensing Change Detection

  2025cites this paper
• Detecting changes without comparing images: Rules induced change detection in heterogeneous remote sensing images

  2025cites this paper
• Change Detection in Optical and SAR Images by Integrating Fine-Grained Feature Extraction and Contextual Transformation

  2025cites this paper
• Deep Learning for High-Resolution Remote Sensing Change Detection: Task Taxonomy, Datasets, and Perspectives

  2025cites this paper
• ReFUjetNet: a deep learning framework for optical and SAR change detection utilizing a remote-sensing foundation model, Gabor jet, and multistage CNN

  2025cites this paper
• Change Detection Method for Nighttime Large-Field Video Images Combining Anisotropic Diffusion and Non-Negative Matrix Factorization

  2025cites this paper
• A Deep Learning Framework using Remote-Sensing Foundation Model with Siamese U-Net and KAN-Based CNN for Optical and SAR Change Detection

  2025cites this paper
• S2C: Learning Noise-Resistant Differences for Unsupervised Change Detection in Multimodal Remote Sensing Images

  2025cites this paper
• A New Change Detection Method for Heterogeneous Remote Sensing Images Via an Automatic Differentiable Adversarial Search

  2025cites this paper
• Cyclic Consistency Constrained Multiview Graph Matching Network for Unsupervised Heterogeneous Change Detection

  2025cites this paper
• Commonality Feature Representation Learning for Unsupervised Multimodal Change Detection

  2025cites this paper
• AMDANet: Augmented Multiscale Difference Aggregation Network for Image Change Detection

  2025cites this paper
• Hierarchical Feature Alignment-based Progressive Addition Network for Multimodal Change Detection

  2025cites this paper
• M3ICNet: A cross-modal resolution preserving building damage detection method with optical and SAR remote sensing imagery and two heterogeneous image disaster datasets

  2025cites this paper
• Style-Transfer-Based Unsupervised Change Detection From Heterogeneous Images

  2025cites this paper
• Remote Sensing Change Detection by Pyramid Sequential Processing With Mamba

  2025cites this paper
• Boosting Remote Sensing Change Detection via Hard Region Mining

  2025cites this paper
• Remote Sensing Change Detection via Centralized Low-High Rank Representation

  2025cites this paper
• Change Masked Modality Alignment Network for Multimodal Change Detection

  2025cites this paper
• ConvFormer-CD: Hybrid CNN–Transformer With Temporal Attention for Detecting Changes in Remote Sensing Imagery

  2025cites this paper
• CFNet: Optimizing Remote Sensing Change Detection Through Content-Aware Enhancement

  2025cites this paper
• MaCon: A Generic Self-Supervised Framework for Unsupervised Multimodal Change Detection

  2025cites this paper
• Texture and structure interaction guided generative adversarial network for multimodal remote sensing image change detection

  2025cites this paper
• Locating Building Change via Adaptive Frequency Enhancement

  2025cites this paper
• GLCD-DA: Change detection from optical and SAR imagery using a Global-Local network with diversified attention

  2025cites this paper
• HeteCD: Feature Consistency Alignment and difference mining for heterogeneous remote sensing image change detection

  2025cites this paper
• StarCD-Net: A Remote Sensing Change Detection Method Combining StarNet and Differential Operators

  2025cites this paper
• Diffpurifier: An Optical and SAR Image Change Detection Method Based on Diffusion Purification

  2025cites this paper
• PS-GAN: A Novel Pseudo-Siamese Generative Adversarial Network for Multimodal Remote Sensing Image Change Detection

  2025cites this paper
• Statistical Difference Representation-Based Transformer for Heterogeneous Change Detection

  2025cites this paper
• Collaborative Frequency-Aware Transformer for Unsupervised Multimodal Change Detection in Heterogeneous Remote Sensing Images

  2025influential citation
• UST-Net: Unsupervised Swin Transformer Network for Change Detection from Heterogeneous Remote Sensing Images

  2025cites this paper
• Heterogeneous Object-Level Aircraft Change Detection via Cross-Modal Interaction and Imbalanced Learning

  2024cites this paper
• Self-supervised change detection of heterogeneous images based on difference algorithms

  2024cites this paper
• HGS based CWNN- Hunger Game Search based Convolutional Wavelet Neural Network for Climate Change Detection

  2024cites this paper
• DMF2Net: Dynamic multi-level feature fusion network for heterogeneous remote sensing image change detection

  2024cites this paper
• A Review of Optical and SAR Image Deep Feature Fusion in Semantic Segmentation

  2024cites this paper
• Change Detection With Cross-Domain Remote Sensing Images: A Systematic Review

  2024cites this paper
• CIBENet: A channel interaction and bridging-enhanced change detection network for optical and SAR remote sensing images

  2024cites this paper
• TMLNet: Triad Multitask Learning Network for multiobjective based change detection

  2024cites this paper
• Building Change Detection Using Deep-SiamCNN Network Through Two-Stream Triplet Attention Mechanism

  2024cites this paper
• Self-Paced Multi-Scale Joint Feature Mapper for Multi-Objective Change Detection in Heterogeneous Images

  2024cites this paper
• DADR-HCD: A Deep Domain Adaptation and Disentangled Representation Network for Unsupervised Heterogeneous Change Detection

  2024cites this paper
• Global structure graph mapping for multimodal change detection

  2024cites this paper
• Heterogeneous Image Change Detection Based on Dual Image Translation and Dual Contrastive Learning

  2024cites this paper
• MFMENet: multi-scale features mutual enhancement network for change detection in remote sensing images

  2024cites this paper
• Locality Preservation for Unsupervised Multimodal Change Detection in Remote Sensing Imagery

  2024influential citation
• Lightweight Change Detection in Heterogeneous Remote Sensing Images with Online All-Integer Pruning Training

  2024influential citation
• Neighborhood Difference-Based Self-Supervised Network for Detecting Small Changes From Synthetic Aperture Radar Images

  2024cites this paper
• SeFi-CD: A Semantic First Change Detection Paradigm That Can Detect Any Change You Want

  2024cites this paper
• Environmental Change Detection During Route-Clearance Operation via Autonomous Vehicle (AV): A Proposed AI-Based Approach

  2024cites this paper
• Improving Reliability of Heterogeneous Change Detection by Sample Synthesis and Knowledge Transfer

  2024cites this paper
• Multidomain Constrained Translation Network for Change Detection in Heterogeneous Remote Sensing Images

  2024cites this paper
• Change Detection in Heterogeneous Remote Sensing Images Based on Copula-Supervised Neural Networks

  2024influential citation
• Multistage Interaction Network for Remote Sensing Change Detection

  2024cites this paper
• Advances and Challenges in Deep Learning-Based Change Detection for Remote Sensing Images: A Review through Various Learning Paradigms

  2024cites this paper
• TDSCCNet: twin-depthwise separable convolution connect network for change detection with heterogeneous images

  2024cites this paper
• Multiscale Self-Supervised SAR Image Change Detection Based on Wavelet Transform

  2024cites this paper
• MDANet: A High-Resolution City Change Detection Network Based on Difference and Attention Mechanisms under Multi-Scale Feature Fusion

  2024cites this paper
• Satellite-based change detection in multi-objective scenarios: A comprehensive review

  2024cites this paper
• Semantic segmentation for multisource remote sensing images incorporating feature slice reconstruction and attention upsampling

  2024cites this paper
• Geometric Variation Adaptive Network for Remote Sensing Image Change Detection

  2024cites this paper
• Multi-Temporal Feature Fusion for Spatial-Temporal Dependencies Enhanced Change Detection

  2024cites this paper
• Enhanced Graph Structure Representation for Unsupervised Heterogeneous Change Detection

  2024cites this paper
• Self-Guided Autoencoders for Unsupervised Change Detection in Heterogeneous Remote Sensing Images

  2024influential citation
• Change detection on multi-sensor imagery using mixed interleaved group convolutional network

  2024cites this paper
• SDC-GAE: Structural Difference Compensation Graph Autoencoder for Unsupervised Multimodal Change Detection

  2024cites this paper
• Developments in deep learning for change detection in remote sensing: A review

  2024cites this paper
• A Decoder-Focused Multitask Network for Semantic Change Detection

  2024influential citation