Deep convolutional neural networks for face and iris presentation attack detection: survey and case study

Yomna Safaa El‐Din; Mohamed N. Moustafa; Hani Mahdi

doi:10.1049/iet-bmt.2020.0004

Deep convolutional neural networks for face and iris presentation attack detection: survey and case study

IET Biometrics ◽

10.1049/iet-bmt.2020.0004 ◽

2020 ◽

Vol 9 (5) ◽

pp. 179-193 ◽

Cited By ~ 2

Author(s):

Yomna Safaa El‐Din ◽

Mohamed N. Moustafa ◽

Hani Mahdi

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Attack Detection ◽

Deep Convolutional Neural Networks ◽

Presentation Attack Detection

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Deep convolutional neural networks as a decision support tool in medical problems – malignant melanoma case study

Advances in Intelligent Systems and Computing - Trends in Advanced Intelligent Control, Optimization and Automation ◽

10.1007/978-3-319-60699-6_81 ◽

2017 ◽

pp. 848-856 ◽

Cited By ~ 9

Author(s):

Arkadiusz Kwasigroch ◽

Agnieszka Mikołajczyk ◽

Michał Grochowski

Keyword(s):

Neural Networks ◽

Decision Support ◽

Malignant Melanoma ◽

Convolutional Neural Networks ◽

Decision Support Tool ◽

Deep Convolutional Neural Networks ◽

Medical Problems ◽

Support Tool ◽

Melanoma Case

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Convolutional Neural Networks for Iris Presentation Attack Detection: Toward Cross-Dataset and Cross-Sensor Generalization

2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) ◽

10.1109/cvprw.2018.00213 ◽

2018 ◽

Cited By ~ 13

Author(s):

Steven Hoffman ◽

Renu Sharma ◽

Aran Ross

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Attack Detection ◽

Presentation Attack Detection

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Voice Presentation Attack Detection Using Convolutional Neural Networks

Handbook of Biometric Anti-Spoofing - Advances in Computer Vision and Pattern Recognition ◽

10.1007/978-3-319-92627-8_17 ◽

2019 ◽

pp. 391-415

Author(s):

Ivan Himawan ◽

Srikanth Madikeri ◽

Petr Motlicek ◽

Milos Cernak ◽

Sridha Sridharan ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Attack Detection ◽

Presentation Attack Detection

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Fingerprint Presentation Attack Detection Using A Novel Multi-Spectral Capture Device and Patch-Based Convolutional Neural Networks

2018 IEEE International Workshop on Information Forensics and Security (WIFS) ◽

10.1109/wifs.2018.8630773 ◽

2018 ◽

Cited By ~ 2

Author(s):

Mohamed E. Hussein ◽

Leonidas Spinoulas ◽

Fei Xiong ◽

Wael Abd-Almageed

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Attack Detection ◽

Presentation Attack Detection

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A novel face presentation attack detection scheme based on multi-regional convolutional neural networks

Pattern Recognition Letters ◽

10.1016/j.patrec.2020.01.002 ◽

2020 ◽

Vol 131 ◽

pp. 261-267

Author(s):

Yukun Ma ◽

Lifang Wu ◽

Zeyu Li ◽

Fanghao liu

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Attack Detection ◽

Detection Scheme ◽

Face Presentation ◽

Presentation Attack Detection

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Learning One Class Representations for Face Presentation Attack Detection Using Multi-Channel Convolutional Neural Networks

IEEE Transactions on Information Forensics and Security ◽

10.1109/tifs.2020.3013214 ◽

2021 ◽

Vol 16 ◽

pp. 361-375

Author(s):

Anjith George ◽

Sebastien Marcel

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Attack Detection ◽

Face Presentation ◽

Presentation Attack Detection

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DEEP CONVOLUTIONAL NEURAL NETWORKS FOR IMAGE CLASSIFICATION: A CASE STUDY IN AN ELECTRIC UTILITY WAREHOUSE

10.26678/abcm.cobem2021.cob2021-0981 ◽

2021 ◽

Author(s):

Paulo Piratelo ◽

Rodrigo Negri de Azeredo ◽

Eduardo Yamao ◽

Gabriel Maidl ◽

Rafael Martini Silva ◽

...

Keyword(s):

Neural Networks ◽

Image Classification ◽

Convolutional Neural Networks ◽

Electric Utility ◽

Deep Convolutional Neural Networks

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Multi-spectral Short-Wave Infrared Sensors and Convolutional Neural Networks for Biometric Presentation Attack Detection

AI and Deep Learning in Biometric Security ◽

10.1201/9781003003489-5 ◽

2021 ◽

pp. 105-132

Author(s):

Marta Gomez-Barrero ◽

Ruben Tolosana ◽

Jascha Kolberg ◽

Christoph Busch

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Short Wave ◽

Attack Detection ◽

Infrared Sensors ◽

Short Wave Infrared ◽

Presentation Attack Detection

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Wetland Mapping Using Multi-Spectral Satellite Imagery and Deep Convolutional Neural Networks: A Case Study in Newfoundland and Labrador, Canada

Canadian Journal of Remote Sensing ◽

10.1080/07038992.2021.1901562 ◽

2021 ◽

pp. 1-18

Author(s):

Ali Jamali ◽

Masoud Mahdianpari ◽

Brian Brisco ◽

Jean Granger ◽

Fariba Mohammadimanesh ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Satellite Imagery ◽

Newfoundland And Labrador ◽

Wetland Mapping ◽

Deep Convolutional Neural Networks

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Sea Ice Concentration Estimation During Melt From Dual-Pol SAR Scenes Using Deep Convolutional Neural Networks: A Case Study

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2543660 ◽

2016 ◽

Vol 54 (8) ◽

pp. 4524-4533 ◽

Cited By ~ 68

Author(s):

Lei Wang ◽

K. Andrea Scott ◽

Linlin Xu ◽

David A. Clausi

Keyword(s):

Neural Networks ◽

Sea Ice ◽

Convolutional Neural Networks ◽

Deep Convolutional Neural Networks ◽

Sea Ice Concentration ◽

Concentration Estimation ◽

Ice Concentration

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