A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification

IEEE Journal of Selected Topics in Signal Processing ◽

10.1109/jstsp.2011.2139193 ◽

2011 ◽

Vol 5 (3) ◽

pp. 606-617 ◽

Author(s):

Devis Tuia ◽

Michele Volpi ◽

Loris Copa ◽

Mikhail Kanevski ◽

Jordi Munoz-Mari

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Learning Algorithms ◽

Remote Sensing Image ◽

Remote Sensing Image Classification

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Active learning for training sample selection in remote sensing image classification using spatial information

Remote Sensing Letters ◽

10.1080/2150704x.2017.1375610 ◽

2017 ◽

Vol 8 (12) ◽

pp. 1210-1219 ◽

Author(s):

Qikai Lu ◽

Yong Ma ◽

Gui-Song Xia

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Spatial Information ◽

Sample Selection ◽

Remote Sensing Image ◽

Training Sample ◽

Remote Sensing Image Classification ◽

Training Sample Selection

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Hyperspectral Remote Sensing Image Classification Using Active Learning

Studies in Computational Intelligence - Machine Learning Algorithms for Industrial Applications ◽

10.1007/978-3-030-50641-4_8 ◽

2020 ◽

pp. 133-152

Author(s):

Vimal K. Shrivastava ◽

Monoj K. Pradhan

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Remote Sensing Image ◽

Hyperspectral Remote Sensing ◽

Remote Sensing Image Classification ◽

Hyperspectral Remote Sensing Image

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Remote sensing image classification based on active learning with manifold structure

Journal of Computer Applications ◽

10.3724/sp.j.1087.2013.00326 ◽

2013 ◽

Vol 33 (2) ◽

pp. 326-328

Author(s):

Kang LIU ◽

Xu QIAN ◽

Ziqiang WANG

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Remote Sensing Image ◽

Manifold Structure ◽

Remote Sensing Image Classification

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Wide Contextual Residual Network with Active Learning for Remote Sensing Image Classification

IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss.2018.8517855 ◽

2018 ◽

Author(s):

Shengjie Liu ◽

Haowen Luo ◽

Ying Tu ◽

Zhi He ◽

Jun Li

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Remote Sensing Image ◽

Residual Network ◽

Remote Sensing Image Classification

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Active Learning in the Spatial Domain for Remote Sensing Image Classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2013.2262052 ◽

2014 ◽

Vol 52 (5) ◽

pp. 2492-2507 ◽

Author(s):

Andre Stumpf ◽

Nicolas Lachiche ◽

Jean-Philippe Malet ◽

Norman Kerle ◽

Anne Puissant

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Remote Sensing Image ◽

Spatial Domain ◽

Remote Sensing Image Classification

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Spatial Coherence-Based Batch-Mode Active Learning for Remote Sensing Image Classification

IEEE Transactions on Image Processing ◽

10.1109/tip.2015.2405335 ◽

2015 ◽

Vol 24 (7) ◽

pp. 2037-2050 ◽

Author(s):

Qian Shi ◽

Bo Du ◽

Liangpei Zhang

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Spatial Coherence ◽

Remote Sensing Image ◽

Remote Sensing Image Classification

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Jointly Informative and Manifold Structure Representative Sampling Based Active Learning for Remote Sensing Image Classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2591066 ◽

2016 ◽

Vol 54 (11) ◽

pp. 6803-6817 ◽

Author(s):

Alim Samat ◽

Paolo Gamba ◽

Sicong Liu ◽

Peijun Du ◽

Jilili Abuduwaili

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Remote Sensing Image ◽

Representative Sampling ◽

Manifold Structure ◽

Remote Sensing Image Classification

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Training strategy of CNN for remote sensing image classification with active learning

IOP Conference Series Earth and Environmental Science ◽

10.1088/1755-1315/502/1/012016 ◽

2020 ◽

Vol 502 ◽

pp. 012016 ◽

Author(s):

Liu Xiao Lei ◽

Liu Peng

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Remote Sensing Image ◽

Training Strategy ◽

Remote Sensing Image Classification

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Spatial correlated information based batch mode active learning method for remote sensing image classification

2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS ◽

10.1109/igarss.2013.6723494 ◽

2013 ◽

Author(s):

Qian Shi ◽

Liangpei Zhang ◽

Bo Du

Keyword(s):

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Remote Sensing Image ◽

Learning Method ◽

Remote Sensing Image Classification ◽

Active Learning Method ◽

Correlated Information

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Remote sensing image classification method based on active-learning deep neural network

Optoelectronic Imaging and Multimedia Technology V ◽

10.1117/12.2504455 ◽

2018 ◽

Author(s):

junqiu zou ◽

Wen Xiao ◽

Kuan Xu

Keyword(s):

Neural Network ◽

Remote Sensing ◽

Active Learning ◽

Image Classification ◽

Deep Neural Network ◽

Remote Sensing Image ◽

Classification Method ◽

Remote Sensing Image Classification

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