Ensemble Learning in Hyperspectral Image Classification: Toward Selecting a Favorable Bias-Variance Tradeoff

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2013.2295513 ◽

2014 ◽

Vol 7 (4) ◽

pp. 1089-1102 ◽

Author(s):

Andreas Merentitis ◽

Christian Debes ◽

Roel Heremans

Keyword(s):

Image Classification ◽

Ensemble Learning ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

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Joint spectral-spatial hyperspectral image classification based on hierarchical subspace switch ensemble learning algorithm

Applied Intelligence ◽

10.1007/s10489-018-1200-8 ◽

2018 ◽

Vol 48 (11) ◽

pp. 4128-4148 ◽

Author(s):

Yongming Li ◽

Tingjie Xie ◽

Pin Wang ◽

Jie Wang ◽

Shujun Liu ◽

...

Keyword(s):

Image Classification ◽

Ensemble Learning ◽

Hyperspectral Image ◽

Learning Algorithm ◽

Hyperspectral Image Classification ◽

Ensemble Learning Algorithm

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Spectral-spatial hyperspectral image classification with dual spatial ensemble learning

Remote Sensing Letters ◽

10.1080/2150704x.2021.1976868 ◽

2021 ◽

Vol 12 (12) ◽

pp. 1194-1206

Author(s):

Wentao Fu ◽

Xiyan Sun ◽

Yuanfa Ji ◽

Yang Bai

Keyword(s):

Image Classification ◽

Ensemble Learning ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

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Spatial-Spectral Hyperspectral Image Classification Via Multiple Random Anchor Graphs Ensemble Learning

10.1109/igarss47720.2021.9553932 ◽

2021 ◽

Author(s):

Yanling Miao ◽

Qi Wang ◽

Mulin Chen ◽

Xuelong Li

Keyword(s):

Image Classification ◽

Ensemble Learning ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

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Hyperspectral image classification based on dimension reduction combination and rotation SVM ensemble learning

Tenth International Conference on Digital Image Processing (ICDIP 2018) ◽

10.1117/12.2503024 ◽

2018 ◽

Author(s):

Rong Ren ◽

Wenxing Bao

Keyword(s):

Dimension Reduction ◽

Image Classification ◽

Ensemble Learning ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

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Ensemble Learning for Hyperspectral Image Classification Using Tangent Collaborative Representation

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2019.2957135 ◽

2020 ◽

Vol 58 (6) ◽

pp. 3778-3790 ◽

Author(s):

Hongjun Su ◽

Yao Yu ◽

Qian Du ◽

Peijun Du

Keyword(s):

Image Classification ◽

Ensemble Learning ◽

Hyperspectral Image ◽

Collaborative Representation ◽

Hyperspectral Image Classification

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Hyperspectral Image Classification With Limited Labeled Training Samples Using Enhanced Ensemble Learning and Conditional Random Fields

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2015.2414816 ◽

2015 ◽

Vol 8 (6) ◽

pp. 2427-2438 ◽

Author(s):

Fan Li ◽

Linlin Xu ◽

Parthipan Siva ◽

Alexander Wong ◽

David A. Clausi

Keyword(s):

Image Classification ◽

Ensemble Learning ◽

Random Fields ◽

Conditional Random Fields ◽

Hyperspectral Image ◽

Hyperspectral Image Classification ◽

Training Samples

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Evolutionary Multitask Ensemble Learning Model for Hyperspectral Image Classification

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2020.3037353 ◽

2021 ◽

Vol 14 ◽

pp. 936-950

Author(s):

Jiao Shi ◽

Tao Shao ◽

Xiaodong Liu ◽

Xi Zhang ◽

Zeping Zhang ◽

...

Keyword(s):

Image Classification ◽

Ensemble Learning ◽

Hyperspectral Image ◽

Learning Model ◽

Hyperspectral Image Classification

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Hyperspectral image classification based on active learning

Journal of Computer Applications ◽

10.3724/sp.j.1087.2013.03441 ◽

2013 ◽

Vol 33 (12) ◽

pp. 3441-3443

Author(s):

Zedong HAO ◽

Songsong YU ◽

Jihong GUAN

Keyword(s):

Active Learning ◽

Image Classification ◽

Hyperspectral Image ◽

Hyperspectral Image Classification

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A real-time FPGA accelerated stream processing for hyperspectral image classification

Geocarto International ◽

10.1080/10106049.2020.1713231 ◽

2020 ◽

pp. 1-18

Author(s):

Dubacharla Gyaneshwar ◽

Rama Rao Nidamanuri

Keyword(s):

Image Classification ◽

Real Time ◽

Hyperspectral Image ◽

Stream Processing ◽

Hyperspectral Image Classification

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Probabilistic-Kernel Collaborative Representation for Spatial–Spectral Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2015.2500680 ◽

2016 ◽

Vol 54 (4) ◽

pp. 2371-2384 ◽

Author(s):

Jianjun Liu ◽

Zebin Wu ◽

Jun Li ◽

Antonio Plaza ◽

Yunhao Yuan

Keyword(s):

Image Classification ◽

Hyperspectral Image ◽

Collaborative Representation ◽

Hyperspectral Image Classification

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