Fuzziness-based active learning framework to enhance hyperspectral image classification performance for discriminative and generative classifiers

Muhammad Ahmad; Stanislav Protasov; Adil Mehmood Khan; Rasheed Hussain; Asad Masood Khattak; Wajahat Ali Khan

doi:10.1371/journal.pone.0188996

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Peer-reviewed

Research Article

Fuzziness-based active learning framework to enhance hyperspectral image classification performance for discriminative and generative classifiers

Muhammad Ahmad,

Roles Conceptualization, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Machine Learning and Knowledge Representation (MlKr) Lab, Institute of Robotics, Innopolis University, Innopolis, 420500, Kazan, Tatarstan, Russia

http://orcid.org/0000-0002-3320-2261

⨯
Stanislav Protasov ,

Contributed equally to this work with: Stanislav Protasov, Adil Mehmood Khan, Rasheed Hussain, Asad Masood Khattak, Wajahat Ali Khan

Roles Writing – original draft

Affiliation Machine Learning and Knowledge Representation (MlKr) Lab, Institute of Robotics, Innopolis University, Innopolis, 420500, Kazan, Tatarstan, Russia
⨯
Adil Mehmood Khan ,

Contributed equally to this work with: Stanislav Protasov, Adil Mehmood Khan, Rasheed Hussain, Asad Masood Khattak, Wajahat Ali Khan

Roles Supervision, Writing – original draft

Affiliation Machine Learning and Knowledge Representation (MlKr) Lab, Institute of Robotics, Innopolis University, Innopolis, 420500, Kazan, Tatarstan, Russia
⨯
Rasheed Hussain ,

Contributed equally to this work with: Stanislav Protasov, Adil Mehmood Khan, Rasheed Hussain, Asad Masood Khattak, Wajahat Ali Khan

Roles Writing – review & editing

Affiliation Institute of Information Systems, Innopolis University, Innopolis, 420500, Kazan, Tatarstan, Russia
⨯
Asad Masood Khattak ,

Contributed equally to this work with: Stanislav Protasov, Adil Mehmood Khan, Rasheed Hussain, Asad Masood Khattak, Wajahat Ali Khan

Roles Writing – review & editing

Affiliation College of Technological Innovation, Zayed University, 144534, Abu Dhabi Campus, United Arab Emirates (UAE)
⨯
Wajahat Ali Khan

Contributed equally to this work with: Stanislav Protasov, Adil Mehmood Khan, Rasheed Hussain, Asad Masood Khattak, Wajahat Ali Khan

Roles Funding acquisition, Writing – review & editing

* E-mail: wajahat.alikhan@oslab.khu.ac.kr

Affiliation Ubiquitous Computing Lab, Department of Computer Engineering, Kyung Hee University, Global Campus, 1 Seocheon-dong, Giheung-gu, Yongin-si, Gyeonggi-do 446-701, South Korea
⨯

Fuzziness-based active learning framework to enhance hyperspectral image classification performance for discriminative and generative classifiers

Muhammad Ahmad,
Stanislav Protasov,
Adil Mehmood Khan,
Rasheed Hussain,
Asad Masood Khattak,
Wajahat Ali Khan

Published: January 5, 2018
https://doi.org/10.1371/journal.pone.0188996

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