4.7 Article

Hyperspectral Image Classification Based on 3D Coordination Attention Mechanism Network

Related references

Note: Only part of the references are listed.
Article Geochemistry & Geophysics

Dual-Triple Attention Network for Hyperspectral Image Classification Using Limited Training Samples

Ying Cui et al.

Summary: In this study, a new dual-triple attention network (DTAN) is proposed for hyperspectral image classification, achieving high-precision classification by capturing cross-dimensional interactive information. DTAN is divided into spectral and spatial branches, applying channel attention and spatial attention mechanisms to extract and integrate spectral and spatial information for improved performance. Furthermore, an efficient channel attention (ECA) module is introduced into DenseNet to enable partial cross-channel interaction, demonstrating significant advantages over other models with minimal training samples.

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS (2022)

Article Geochemistry & Geophysics

Attention-Based Adaptive SpectralSpatial Kernel ResNet for Hyperspectral Image Classification

Swalpa Kumar Roy et al.

Summary: In this article, an attention-based adaptive spectral-spatial kernel improved residual network (A(2)S(2)K-ResNet) is proposed for HSI classification, which can capture discriminative spectral-spatial features in an end-to-end training fashion. The network learns selective 3-D convolutional kernels to extract spectral-spatial features using improved 3-D ResBlocks and adopts an efficient feature recalibration mechanism to boost classification performance. Extensive experiments show that A(2)S(2)K-ResNet outperforms existing methods in terms of classification results on three well-known hyperspectral data sets.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2021)

Article Geochemistry & Geophysics

Residual Spectral-Spatial Attention Network for Hyperspectral Image Classification

Minghao Zhu et al.

Summary: This article proposes an end-to-end residual spectral-spatial attention network (RSSAN) for hyperspectral image classification, utilizing spectral and spatial attention mechanisms to extract effective features for classification and adaptive feature refinement, ultimately achieving superior classification accuracy on three HSI datasets.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2021)

Article Geochemistry & Geophysics

LANet: Local Attention Embedding to Improve the Semantic Segmentation of Remote Sensing Images

Lei Ding et al.

Summary: Two proposed modules, Patch Attention Module (PAM) and Attention Embedding Module (AEM), enhance feature representation in remote sensing images by bridging the gap between high-level and low-level features. Experimental results show that integrating these modules into a baseline fully convolutional network greatly improves performance and outperforms other attention-based methods.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2021)

Article Geochemistry & Geophysics

HybridSN: Exploring 3-D-2-D CNN Feature Hierarchy for Hyperspectral Image Classification

Swalpa Kumar Roy et al.

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS (2020)

Article Geochemistry & Geophysics

Local Linear Spatial-Spectral Probabilistic Distribution for Hyperspectral Image Classification

Hong Huang et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2020)

Article Computer Science, Artificial Intelligence

FuSENet: fused squeeze-and-excitation network for spectral-spatial hyperspectral image classification

Swalpa Kumar Roy et al.

IET IMAGE PROCESSING (2020)

Article Engineering, Electrical & Electronic

Channel-Wise and Spatial Feature Modulation Network for Single Image Super-Resolution

Yanting Hu et al.

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY (2020)

Article Geochemistry & Geophysics

Deep Pyramidal Residual Networks for Spectral-Spatial Hyperspectral Image Classification

Mercedes E. Paoletti et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Engineering, Electrical & Electronic

CNN-Based Multilayer Spatial-Spectral Feature Fusion and Sample Augmentation With Local and Nonlocal Constraints for Hyperspectral Image Classification

Jie Feng et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2019)

Article Environmental Sciences

Spectral-Spatial Attention Networks for Hyperspectral Image Classification

Xiaoguang Mei et al.

REMOTE SENSING (2019)

Article Engineering, Electrical & Electronic

Hyperspectral Image Classification Method Based on CNN Architecture Embedding With Hashing Semantic Feature

Chunyan Yu et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2019)

Article Geochemistry & Geophysics

A CNN With Multiscale Convolution and Diversified Metric for Hyperspectral Image Classification

Zhiqiang Gong et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Environmental Sciences

Double-Branch Multi-Attention Mechanism Network for Hyperspectral Image Classification

Wenping Ma et al.

REMOTE SENSING (2019)

Review Geochemistry & Geophysics

Deep Learning for Classification of Hyperspectral Data

Nicolas Audebert et al.

IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE (2019)

Article Geochemistry & Geophysics

Unsupervised Spatial-Spectral Feature Learning by 3D Convolutional Autoencoder for Hyperspectral Classification

Shaohui Mei et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Geochemistry & Geophysics

Automatic Design of Convolutional Neural Network for Hyperspectral Image Classification

Yushi Chen et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Geochemistry & Geophysics

Deep Learning for Hyperspectral Image Classification: An Overview

Shutao Li et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Geochemistry & Geophysics

Class Signature-Constrained Background-Suppressed Approach to Band Selection for Classification of Hyperspectral Images

Chunyan Yu et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Engineering, Electrical & Electronic

Iterative Target-Constrained Interference-Minimized Classifier for Hyperspectral Classification

Chunyan Yu et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2018)

Article Geochemistry & Geophysics

Spectral-Spatial Unified Networks for Hyperspectral Image Classification

Yonghao Xu et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2018)

Article Geochemistry & Geophysics

Generative Adversarial Networks for Hyperspectral Image Classification

Lin Zhu et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2018)

Article Geochemistry & Geophysics

Hyperspectral Image Classification With Deep Feature Fusion Network

Weiwei Song et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2018)

Article Geochemistry & Geophysics

Spectral-Spatial Residual Network for Hyperspectral Image Classification: A 3-D Deep Learning Framework

Zilong Zhong et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2018)

Article Computer Science, Artificial Intelligence

FFDNet: Toward a Fast and Flexible Solution for CNN-Based Image Denoising

Kai Zhang et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2018)

Article Geochemistry & Geophysics

Locality Sensitive Discriminant Analysis for Group Sparse Representation-Based Hyperspectral Imagery Classification

Haoyang Yu et al.

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS (2017)

Article Geochemistry & Geophysics

Hyperspectral Image Classification Based on Multiscale Spatial Information Fusion

Hong Li et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2017)

Article Geochemistry & Geophysics

Deep Recurrent Neural Networks for Hyperspectral Image Classification

Lichao Mou et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2017)

Article Geochemistry & Geophysics

Remote Sensing Scene Classification by Unsupervised Representation Learning

Xiaoqiang Lu et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2017)

Article Geography, Physical

A survey of landmine detection using hyperspectral imaging

Ihab Makki et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2017)

Article Computer Science, Artificial Intelligence

Hyperspectral image reconstruction by deep convolutional neural network for classification

Yunsong Li et al.

PATTERN RECOGNITION (2017)

Article Geochemistry & Geophysics

Hyperspectral Image Classification With Robust Sparse Representation

Chang Li et al.

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS (2016)

Article Engineering, Electrical & Electronic

Spectral-Spatial Classification of Hyperspectral Image Based on Deep Auto-Encoder

Xiaorui Ma et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2016)

Article Engineering, Electrical & Electronic

A Discontinuity Preserving Relaxation Scheme for Spectral-Spatial Hyperspectral Image Classification

Jun Li et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2016)

Article Engineering, Electrical & Electronic

Generation of Spectral-Temporal Response Surfaces by Combining Multispectral Satellite and Hyperspectral UAV Imagery for Precision Agriculture Applications

Caroline M. Gevaert et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2015)

Article Geochemistry & Geophysics

Multiple Feature Learning for Hyperspectral Image Classification

Jun Li et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2015)

Article Engineering, Electrical & Electronic

Deep Convolutional Neural Networks for Hyperspectral Image Classification

Wei Hu et al.

JOURNAL OF SENSORS (2015)

Article Engineering, Electrical & Electronic

Deep Learning-Based Classification of Hyperspectral Data

Yushi Chen et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2014)

Article Geochemistry & Geophysics

Spectral-Spatial Classification of Hyperspectral Images Based on Hidden Markov Random Fields

Pedram Ghamisi et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2014)

Article Geochemistry & Geophysics

Spectral-Spatial Hyperspectral Image Classification With Edge-Preserving Filtering

Xudong Kang et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2014)

Article Geochemistry & Geophysics

Hyperspectral Image Classification via Kernel Sparse Representation

Yi Chen et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2013)

Article Engineering, Electrical & Electronic

Feature Mining for Hyperspectral Image Classification

Xiuping Jia et al.

PROCEEDINGS OF THE IEEE (2013)

Article Remote Sensing

Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment

Robert Gilmore Pontius et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2011)

Article Imaging Science & Photographic Technology

An introduction to hyperspectral imaging and its application for security, surveillance and target acquisition

P. W. T. Yuen et al.

IMAGING SCIENCE JOURNAL (2010)

Article Geochemistry & Geophysics

Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles

Mathieu Fauvel et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2008)

Article Geochemistry & Geophysics

Classification of hyperspectral remote sensing images with support vector machines

F Melgani et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2004)