4.7 Article

Analyzing the Effect of the Spectral Interference of Mixed Pixels Using Hyperspectral Imagery

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Geochemistry & Geophysics

More Diverse Means Better: Multimodal Deep Learning Meets Remote-Sensing Imagery Classification

Danfeng Hong et al.

Summary: This study introduces a general multimodal deep learning (MDL) framework for the classification and identification challenges in geoscience and remote sensing. By investigating a special case of multi-modality learning (MML), the study presents five fusion strategies and demonstrates how to train deep networks and build network architectures effectively. Experimental results on two different multimodal RS data sets confirm the efficiency and advantages of the proposed MDL framework.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2021)

Article Geochemistry & Geophysics

Graph Convolutional Networks for Hyperspectral Image Classification

Danfeng Hong et al.

Summary: This article thoroughly investigates the applications of Convolutional Neural Networks (CNNs) and Graph Convolutional Networks (GCNs) in hyperspectral image classification. By developing a new minibatch GCN (miniGCN) to train and infer large-scale GCNs, as well as exploring fusion strategies for different types of HS features, the study achieves good classification performance.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2021)

Article Computer Science, Artificial Intelligence

An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing

Danfeng Hong et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2019)

Article Engineering, Electrical & Electronic

A Hierarchical Extraction Method of Impervious Surface Based on NDVI Thresholding Integrated With Multispectral and High-Resolution Remote Sensing Imageries

Shanshan Feng et al.

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

Article Geochemistry & Geophysics

Total Variation Regularized Reweighted Sparse Nonnegative Matrix Factorization for Hyperspectral Unmixing

Wei He et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2017)

Article Engineering, Electrical & Electronic

Nonlinear Spectral Unmixing of Landsat Imagery for Urban Surface Cover Mapping

Zina Mitraka et al.

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

Article Geochemistry & Geophysics

Semiblind Hyperspectral Unmixing in the Presence of Spectral Library Mismatches

Xiao Fu et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2016)

Article Geochemistry & Geophysics

Linear-Quadratic Mixing Model for Reflectances in Urban Environments

Ines Meganem et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2014)

Review Geography, Physical

Methods to extract impervious surface areas from satellite images

Dengsheng Lu et al.

INTERNATIONAL JOURNAL OF DIGITAL EARTH (2014)

Review Environmental Sciences

Incorporating spatial information in spectral unmixing: A review

Chen Shi et al.

REMOTE SENSING OF ENVIRONMENT (2014)

Article Geography, Physical

Mapping impervious surface area in the Brazilian Amazon using Landsat Imagery

Guiying Li et al.

GISCIENCE & REMOTE SENSING (2013)

Article Geochemistry & Geophysics

A Quantitative Analysis of Virtual Endmembers' Increased Impact on the Collinearity Effect in Spectral Unmixing

Xuehong Chen et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2011)

Article Geochemistry & Geophysics

Nonlinear Unmixing of Hyperspectral Images Using a Generalized Bilinear Model

Abderrahim Halimi et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2011)

Article Remote Sensing

A new hybrid spectral similarity measure for discrimination among Vigna species

M. Naresh Kumar et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2011)

Review Environmental Sciences

Endmember variability in Spectral Mixture Analysis: A review

Ben Somers et al.

REMOTE SENSING OF ENVIRONMENT (2011)

Article Geochemistry & Geophysics

Generalization of Subpixel Analysis for Hyperspectral Data With Flexibility in Spectral Similarity Measures

Jin Chen et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2009)

Article Remote Sensing

Estimating impervious surfaces using linear spectral mixture analysis with multitemporal ASTER images

Qihao Weng et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2009)

Article Environmental Sciences

Nonlinear Hyperspectral Mixture Analysis for tree cover estimates in orchards

Ben Somers et al.

REMOTE SENSING OF ENVIRONMENT (2009)

Article Environmental Sciences

Spectral mixture analyses of hyperspectral data acquired using a tethered balloon

Xuexia Chen et al.

REMOTE SENSING OF ENVIRONMENT (2006)

Article Environmental Sciences

Use of impervious surface in urban land-use classification

Dengsheng Lu et al.

REMOTE SENSING OF ENVIRONMENT (2006)

Article Remote Sensing

Spectral mixture analysis of agricultural crops: endmember validation and biophysical estimation in potato plots

DR Peddle et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2005)

Article Geography, Physical

Spectral mixture analysis of the urban landscape in Indianapolis with landsat ETM plus imagery

DS Lu et al.

PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING (2004)

Article Environmental Sciences

Normalized spectral mixture analysis for monitoring urban composition using ETM plus imagery

CS Wu

REMOTE SENSING OF ENVIRONMENT (2004)

Article Environmental Sciences

Snow-cover mapping in forests by constrained linear spectral unmixing of MODIS data

D Vikhamar et al.

REMOTE SENSING OF ENVIRONMENT (2003)

Article Remote Sensing

Sensitivity of mixture modelling to end-member selection

MA Theseira et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2003)

Article Environmental Sciences

Estimating impervious surface distribution by spectral mixture analysis

CS Wu et al.

REMOTE SENSING OF ENVIRONMENT (2003)

Article Environmental Sciences

Multitemporal analysis of urban reflectance

C Small

REMOTE SENSING OF ENVIRONMENT (2002)

Article Remote Sensing

View angle effects on canopy reflectance and spectral mixture analysis of coniferous forests using AVIRIS

DB Lobell et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2002)

Article Engineering, Electrical & Electronic

Spectral unmixing

N Keshava et al.

IEEE SIGNAL PROCESSING MAGAZINE (2002)

Article Geochemistry & Geophysics

Endmember bundles: A new approach to incorporating endmember variability into spectral mixture analysis

CA Bateson et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2000)