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Face Biometric Spoof Detection Method Using a Remote Photoplethysmography Signal
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In: Sensors; Volume 22; Issue 8; Pages: 3070 (2022)
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Abstract:
Spoofing attacks in face recognition systems are easy because faces are always exposed. Various remote photoplethysmography-based methods to detect face spoofing have been developed. However, they are vulnerable to replay attacks. In this study, we propose a remote photoplethysmography-based face recognition spoofing detection method that minimizes the susceptibility to certain database dependencies and high-quality replay attacks without additional devices. The proposed method has the following advantages. First, because only an RGB camera is used to detect spoofing attacks, the proposed method is highly usable in various mobile environments. Second, solutions are incorporated in the method to obviate new attack scenarios that have not been previously dealt with. In this study, we propose a remote photoplethysmography-based face recognition spoofing detection method that improves susceptibility to certain database dependencies and high-quality replay attack, which are the limitations of previous methods without additional devices. In the experiment, we also verified the cut-off attack scenario in the jaw and cheek area where the proposed method can be counter-attacked. By using the time series feature and the frequency feature of the remote photoplethysmography signal, it was confirmed that the accuracy of spoof detection was 99.7424%.
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Keyword:
convolutional neural network; face anti-spoofing; face recognition; long short-term memory; remote photoplethysmography
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URL: https://doi.org/10.3390/s22083070
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| 2 |
ECG Recurrence Plot-Based Arrhythmia Classification Using Two-Dimensional Deep Residual CNN Features
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In: Sensors; Volume 22; Issue 4; Pages: 1660 (2022)
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| 3 |
Automatic Classification Framework of Tongue Feature Based on Convolutional Neural Networks
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In: Micromachines; Volume 13; Issue 4; Pages: 501 (2022)
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| 4 |
Short Text Aspect-Based Sentiment Analysis Based on CNN + BiGRU
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In: Applied Sciences; Volume 12; Issue 5; Pages: 2707 (2022)
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| 5 |
BenSignNet: Bengali Sign Language Alphabet Recognition Using Concatenated Segmentation and Convolutional Neural Network
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In: Applied Sciences; Volume 12; Issue 8; Pages: 3933 (2022)
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| 6 |
Bangla Sign Language (BdSL) Alphabets and Numerals Classification Using a Deep Learning Model
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In: Sensors; Volume 22; Issue 2; Pages: 574 (2022)
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| 7 |
TASE: Task-Aware Speech Enhancement for Wake-Up Word Detection in Voice Assistants
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In: Applied Sciences; Volume 12; Issue 4; Pages: 1974 (2022)
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| 8 |
Rethinking the Methods and Algorithms for Inner Speech Decoding and Making Them Reproducible
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In: NeuroSci; Volume 3; Issue 2; Pages: 226-244 (2022)
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| 9 |
Recognition of Grammatical Class of Imagined Words from EEG Signals using Convolutional Neural Network
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| 10 |
Deep Learning Methods for Human Behavior Recognition
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Lu, Jia. - : Auckland University of Technology, 2021
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| 11 |
Comparing Encoder-Decoder Architectures for Neural Machine Translation: A Challenge Set Approach ...
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| 12 |
Keyword Detection Based on RetinaNet and Transfer Learning for Personal Information Protection in Document Images
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In: Applied Sciences ; Volume 11 ; Issue 20 (2021)
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| 13 |
Artificial Intelligence in Capsule Endoscopy: A Practical Guide to Its Past and Future Challenges
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In: Diagnostics ; Volume 11 ; Issue 9 (2021)
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| 14 |
A New Deep Learning-Based Methodology for Video Deepfake Detection Using XGBoost
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In: Sensors ; Volume 21 ; Issue 16 (2021)
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| 15 |
Deep Learning Based Air-Writing Recognition with the Choice of Proper Interpolation Technique
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In: Sensors; Volume 21; Issue 24; Pages: 8407 (2021)
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| 16 |
BengaliNet: A Low-Cost Novel Convolutional Neural Network for Bengali Handwritten Characters Recognition
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In: Applied Sciences ; Volume 11 ; Issue 15 (2021)
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| 17 |
Cardiovascular Disease Recognition Based on Heartbeat Segmentation and Selection Process
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In: International Journal of Environmental Research and Public Health ; Volume 18 ; Issue 20 (2021)
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| 18 |
Sentence Compression Using BERT and Graph Convolutional Networks
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In: Applied Sciences ; Volume 11 ; Issue 21 (2021)
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| 19 |
Robust 3D Face Reconstruction Using One/Two Facial Images
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In: Journal of Imaging ; Volume 7 ; Issue 9 (2021)
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| 20 |
Dynamic gesture classification of American Sign Language using deep learning
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