DTT-CGINet: A Dual Temporal Transformer Network with Multi-Scale Contour-Guided Graph Interaction for Change Detection

DTT-CGINet: A Dual Temporal Transformer Network with Multi-Scale Contour-Guided Graph Interaction for Change Detection

Deep learning has dramatically enhanced remote sensing change detection. However, existing neural network models often face challenges like false positives and missed detections due to factors like lighting changes, scale differences, and noise interruptions. Additionally, change detection results o...

Full description

Bibliographic Details
Main Authors:	Ming Chen, Wanshou Jiang, Yuan Zhou
Format:	Article
Language:	English
Published:	MDPI AG 2024-02-01
Series:	Remote Sensing
Subjects:	change detection transformer attention graph convolutional network (GCN) remote sensing
Online Access:	https://www.mdpi.com/2072-4292/16/5/844

Similar Items

Label-Driven Graph Convolutional Network for Multilabel Remote Sensing Image Classification
by: Boyi Ma, et al.
Published: (2024-01-01)

TCIANet: Transformer-Based Context Information Aggregation Network for Remote Sensing Image Change Detection
by: Xintao Xu, et al.
Published: (2023-01-01)

Dual-channel deep graph convolutional neural networks
by: Zhonglin Ye, et al.
Published: (2024-04-01)

Edge Enhanced Channel Attention-Based Graph Convolution Network for Scene Classification of Complex Landscapes
by: Haoyi Wang, et al.
Published: (2023-01-01)

A Graph Skeleton Transformer Network for Action Recognition
by: Yujian Jiang, et al.
Published: (2022-07-01)

Progressive Feature Fusion Framework Based on Graph Convolutional Network for Remote Sensing Scene Classification
by: Chongyang Zhang, et al.
Published: (2024-01-01)

A Graph Matching Model for Designer Team Selection for Collaborative Design Crowdsourcing Tasks in Social Manufacturing
by: Dianting Liu, et al.
Published: (2022-09-01)

Feature recommendation strategy for graph convolutional network
by: Jisheng Qin, et al.
Published: (2022-12-01)

Spatial Attention-Based 3D Graph Convolutional Neural Network for Sign Language Recognition
by: Muneer Al-Hammadi, et al.
Published: (2022-06-01)

STA-GCN: Spatial-Temporal Self-Attention Graph Convolutional Networks for Traffic-Flow Prediction
by: Zhihong Chang, et al.
Published: (2023-06-01)

A Graph Neural Network Node Classification Application Model with Enhanced Node Association
by: Yuhang Zhang, et al.
Published: (2023-06-01)

Wet-GC: A Novel Multimodel Graph Convolutional Approach for Wetland Classification Using Sentinel-1 and 2 Imagery With Limited Training Samples
by: Hamid Jafarzadeh, et al.
Published: (2022-01-01)

Bet-GAT: An Efficient Centrality-Based Graph Attention Model for Semi-Supervised Node Classification
by: Atul Kumar Verma, et al.
Published: (2023-01-01)

A Spatio-Temporal Attention Graph Convolutional Networks for Sea Surface Temperature Prediction
by: Desheng Chen, et al.
Published: (2023-03-01)

Survey of Graph Neural Network in Recommendation System
by: WU Jing, XIE Hui, JIANG Huowen
Published: (2022-10-01)

SGGformer: Shifted Graph Convolutional Graph-Transformer for Traffic Prediction
by: Shilin Pu, et al.
Published: (2022-11-01)

Multi-Semantic Alignment Graph Convolutional Network
by: Jisheng Qin, et al.
Published: (2022-12-01)

Dual Smooth Graph Convolutional Clustering for Large-Scale Hyperspectral Images
by: Jiaxin Chen, et al.
Published: (2024-01-01)

CNN-Enhanced Heterogeneous Graph Convolutional Network: Inferring Land Use from Land Cover with a Case Study of Park Segmentation
by: Zhi-Qiang Liu, et al.
Published: (2022-10-01)

Rumor Detection on Social Media via Fused Semantic Information and a Propagation Heterogeneous Graph
by: Zunwang Ke, et al.
Published: (2020-10-01)

2s-GATCN: Two-Stream Graph Attentional Convolutional Networks for Skeleton-Based Action Recognition
by: Shu-Bo Zhou, et al.
Published: (2023-04-01)

Short-Term Prediction of Bike-Sharing Demand Using Multi-Source Data: A Spatial-Temporal Graph Attentional LSTM Approach
by: Xinwei Ma, et al.
Published: (2022-01-01)

The Status and Trend of Chinese News Forecast Based on Graph Convolutional Network Pooling Algorithm
by: Xiao Han, et al.
Published: (2022-01-01)

Signgraph: An Efficient and Accurate Pose-Based Graph Convolution Approach Toward Sign Language Recognition
by: Neelma Naz, et al.
Published: (2023-01-01)

Graph convolutional network-based security-constrained unit commitment leveraging power grid topology in learning
by: Xian Tang, et al.
Published: (2023-12-01)

Combining Deep Semantic Segmentation Network and Graph Convolutional Neural Network for Semantic Segmentation of Remote Sensing Imagery
by: Song Ouyang, et al.
Published: (2020-12-01)

Pathological-Gait Recognition Using Spatiotemporal Graph Convolutional Networks and Attention Model
by: Jungi Kim, et al.
Published: (2022-06-01)

Graph Convolutional Networks for Semi-Supervised Image Segmentation
by: Anna Fabijanska
Published: (2022-01-01)

DBFGAN: Dual Branch Feature Guided Aggregation Network for remote sensing image
by: Shengguang Chu, et al.
Published: (2023-02-01)

Multiorder Graph Convolutional Network With Channel Attention for Hyperspectral Change Detection
by: Yuxiang Zhang, et al.
Published: (2024-01-01)

GMTS: GNN-based multi-scale transformer siamese network for remote sensing building change detection
by: Xinyang Song, et al.
Published: (2023-12-01)

An Attention and Wavelet Based Spatial-Temporal Graph Neural Network for Traffic Flow and Speed Prediction
by: Shihao Zhao, et al.
Published: (2022-09-01)

PS-GCN: psycholinguistic graph and sentiment semantic fused graph convolutional networks for personality detection
by: Wenjuan Liu, et al.
Published: (2024-12-01)

Multi-time Scale Spatial-Temporal Graph Neural Network for Traffic Flow Prediction
by: WANG Ming, PENG Jian, HUANG Fei-hu
Published: (2022-08-01)

A Novel Hybrid Attention-Driven Multistream Hierarchical Graph Embedding Network for Remote Sensing Object Detection
by: Shu Tian, et al.
Published: (2022-10-01)

A review of graph neural networks: concepts, architectures, techniques, challenges, datasets, applications, and future directions
by: Bharti Khemani, et al.
Published: (2024-01-01)

Sign Language Recognition Using Graph and General Deep Neural Network Based on Large Scale Dataset
by: Abu Saleh Musa Miah, et al.
Published: (2024-01-01)

A Spatio-Temporal Graph Convolutional Network Model for Internet of Medical Things (IoMT)
by: Dipon Kumar Ghosh, et al.
Published: (2022-11-01)

Rotation-Invariant and Relation-Aware Cross-Domain Adaptation Object Detection Network for Optical Remote Sensing Images
by: Ying Chen, et al.
Published: (2021-10-01)

DCAT: Dual Cross-Attention-Based Transformer for Change Detection
by: Yuan Zhou, et al.
Published: (2023-05-01)