Wet-GC: A Novel Multimodel Graph Convolutional Approach for Wetland Classification Using Sentinel-1 and 2 Imagery With Limited Training Samples

Wet-GC: A Novel Multimodel Graph Convolutional Approach for Wetland Classification Using Sentinel-1 and 2 Imagery With Limited Training Samples

Wetland is one of the most productive resources on earth, and it provides vital habitats for several unique species of flora and fauna. Over the last decade, mapping and monitoring wetlands by utilizing deep learning (DL) models and remote sensing data gained popularity due to the importance of wetl...

Full description

Bibliographic Details
Main Authors:	Hamid Jafarzadeh, Masoud Mahdianpari, Eric W. Gill
Format:	Article
Language:	English
Published:	IEEE 2022-01-01
Series:	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Subjects:	Canada classification convolutional neural network (CNN) deep learning (DL) graph convolutional network (GCN) remote sensing (RS)
Online Access:	https://ieeexplore.ieee.org/document/9803207/

Similar Items

Swin Transformer for Complex Coastal Wetland Classification Using the Integration of Sentinel-1 and Sentinel-2 Imagery
by: Ali Jamali, et al.
Published: (2022-01-01)

A Synergic Use of Sentinel-1 and Sentinel-2 Imagery for Complex Wetland Classification Using Generative Adversarial Network (GAN) Scheme
by: Ali Jamali, et al.
Published: (2021-12-01)

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

Dynamic Spatiotemporal Correlation Graph Convolutional Network for Traffic Speed Prediction
by: Chenyang Cao, et al.
Published: (2024-03-01)

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

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)

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

RSI-Net: Two-Stream Deep Neural Network for Remote Sensing Images-Based Semantic Segmentation
by: Shuang He, et al.
Published: (2022-01-01)

Crowdsourcing Experiment and Fully Convolutional Neural Networks for Coastal Remote Sensing of Seagrass and Macroalgae
by: Brandon Hobley, et al.
Published: (2023-01-01)

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

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

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

Invariant Attribute-Driven Binary Bi-Branch Classification of Hyperspectral and LiDAR Images
by: Jiaqing Zhang, et al.
Published: (2023-08-01)

3-D Hybrid CNN Combined With 3-D Generative Adversarial Network for Wetland Classification With Limited Training Data
by: Ali Jamali, et al.
Published: (2022-01-01)

Super-Resolution Based Deep Learning Techniques for Panchromatic Satellite Images in Application to Pansharpening
by: G. Rohith, et al.
Published: (2020-01-01)

A Multibranch of Convolutional Neural Network Models for Electroencephalogram-Based Motor Imagery Classification
by: Ghadir Ali Altuwaijri, et al.
Published: (2022-01-01)

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

DRIVER DROWSINESS DETECTION SYSTEM THROUGH FACIAL EXPRESSION USING CONVOLUTIONAL NEURAL NETWORKS (CNN)
by: Nipa Das Gupta, et al.
Published: (2023-04-01)

Swin Transformer and Deep Convolutional Neural Networks for Coastal Wetland Classification Using Sentinel-1, Sentinel-2, and LiDAR Data
by: Ali Jamali, 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)

Review of Winograd Fast Convolution Technique Research
by: TONG Gan, HUANG Libo
Published: (2022-05-01)

Automated freezing of gait assessment with marker-based motion capture and multi-stage spatial-temporal graph convolutional neural networks
by: Benjamin Filtjens, et al.
Published: (2022-05-01)

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 Fully Convolutional Network and Graph Convolutional Neural Network for the Extraction of Buildings from Aerial Images
by: Wenzhuo Zhang, et al.
Published: (2022-12-01)

SDRCNN: A Single-Scale Dense Residual Connected Convolutional Neural Network for Pansharpening
by: Yuan Fang, et al.
Published: (2023-01-01)

Convolutional Neural Network Predictions for Unsteady Reynolds-Averaged Navier–Stokes-Based Numerical Simulations
by: Alvaro Abucide-Armas, et al.
Published: (2023-01-01)

Deep Fuzzy Graph Convolutional Networks for PolSAR Imagery Pixelwise Classification
by: Hongying Liu, et al.
Published: (2021-01-01)

A Novel Convolutional Neural Network Deep Learning Implementation for Cuffless Heart Rate and Blood Pressure Estimation
by: Géraud Bossavi, et al.
Published: (2023-11-01)

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

Context-Specific Heterogeneous Graph Convolutional Network for Implicit Sentiment Analysis
by: Enguang Zuo, et al.
Published: (2020-01-01)

Global Relation Reasoning Graph Convolutional Networks for Human Pose Estimation
by: Rui Wang, et al.
Published: (2020-01-01)

Comparing Solo Versus Ensemble Convolutional Neural Networks for Wetland Classification Using Multi-Spectral Satellite Imagery
by: Ali Jamali, et al.
Published: (2021-05-01)

CNNSplice: Robust models for splice site prediction using convolutional neural networks
by: Victor Akpokiro, et al.
Published: (2023-01-01)

A Dual Attention Convolutional Neural Network for Crop Classification Using Time-Series Sentinel-2 Imagery
by: Seyd Teymoor Seydi, et al.
Published: (2022-01-01)

Attention Graph Convolution Network for Image Segmentation in Big SAR Imagery Data
by: Fei Ma, et al.
Published: (2019-11-01)

Application of Deep Learning Architectures in Stock Price Forecasting: A Convolutional Neural Network ‎Approach
by: Amir Sharif far, et al.
Published: (2022-09-01)

Water Body Extraction from Sentinel-2 Imagery with Deep Convolutional Networks and Pixelwise Category Transplantation
by: Joshua Billson, et al.
Published: (2023-02-01)

Identifying Building Rooftops in Hyperspectral Imagery Using CNN With Pure Pixel Index
by: Yao Li, et al.
Published: (2021-01-01)

A Critical Analysis on Vertebra Identification and Cobb Angle Estimation Using Deep Learning for Scoliosis Detection
by: Rakesh Kumar, et al.
Published: (2024-01-01)

Extraction of Fetal Electrocardiogram by Combining Deep Learning and SVD-ICA-NMF Methods
by: Said Ziani, et al.
Published: (2023-09-01)