AIMC Topic: Biometric Identification

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The battle for ethical AI at the world's biggest machine-learning conference.

Nature Jan 1, 2020
Humans Congresses as Topic Social Change Prejudice Bias Biometric Identification Machine Learning
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Person Reidentification via Structural Deep Metric Learning.

IEEE transactions on neural networks and learning systems Oct 1, 2019
Despite the promising progress made in recent years, person reidentification (re-ID) remains a challenging task due to the complex variations in human appearances from different camera views. This paper proposes to tackle this task by jointly learnin...
Biometric Identification Photic Stimulation Deep Learning Pattern Recognition, Automated Humans
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Deep Neural Network-Based Gait Classification Using Wearable Inertial Sensor Data.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2019
Human gait has been regarded as a useful behavioral biometric trait for personal identification and authentication. This study aimed to propose an effective approach for classifying gait, measured using wearable inertial sensors, based on neural netw...
Walking Biometric Identification Gait Analysis Neural Networks, Computer Wearable Electronic Devices Humans
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ECG Biometric Recognition: Template-Free Approaches Based on Deep Learning.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2019
Biometric technologies offer much convenience over the conventional approaches to identity recognition, but security and privacy concerns also accompany their applications. In this paper, an electrocardiogram (ECG)-based identification scheme is prop...
Deep Learning Electrocardiography Privacy Humans Algorithms Biometric Identification
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Phase-domain Deep Patient-ECG Image Learning for Zero-effort Smart Health Security.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2019
Smart health is quickly boosted by technological advancements: smart sensors, body sensor network, internet of medical things and big data. Vast amounts of smart health big data from ubiquitous sensors pose unprecedented challenges to the security an...
Neural Networks, Computer Privacy Computer Security Image Processing, Computer-Assisted Heart Rate Humans Electrocardiography Biometric Identification
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Application of a brain-computer interface for person authentication using EEG responses to photo stimuli.

Journal of integrative neuroscience Aug 15, 2018
In this paper, a personal authentication system that can effectively identify individuals by generating unique electroencephalogram signal features in response to self-face and non-self-face photos is presented. To achieve performance stability, a se...
Biometric Identification Photic Stimulation Pattern Recognition, Visual Evoked Potentials Electroencephalography Probability Brain-Computer Interfaces Female Male Neural Networks, Computer Brain Humans
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Multi-Task Convolutional Neural Network for Pose-Invariant Face Recognition.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society Feb 1, 2018
This paper explores multi-task learning (MTL) for face recognition. First, we propose a multi-task convolutional neural network (CNN) for face recognition, where identity classification is the main task and pose, illumination, and expression (PIE) es...
Pattern Recognition, Automated Biometric Identification Algorithms Face Humans Databases, Factual Neural Networks, Computer Image Processing, Computer-Assisted
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Parallel lensless compressive imaging via deep convolutional neural networks.

Optics express Jan 22, 2018
We report a parallel lensless compressive imaging system, which enjoys real-time reconstruction using deep convolutional neural networks. A prototype composed of a low-cost LCD, 16 photo-diodes and isolation chambers, has been built. Each of these 16...
Fingers Optical Imaging Photography Facial Recognition Biometric Identification Algorithms Image Processing, Computer-Assisted Equipment Design Neural Networks, Computer Machine Learning Humans
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Person Re-identification by Multi-hypergraph Fusion.

IEEE transactions on neural networks and learning systems Nov 1, 2017
Matching people across nonoverlapping cameras, also known as person re-identification, is an important and challenging research topic. Despite its great demand in many crucial applications such as surveillance, person re-identification is still far f...
Humans Neural Networks, Computer Artificial Intelligence Biometric Identification Algorithms Photography Pattern Recognition, Automated
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High-accuracy user identification using EEG biometrics.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
We analyze brain waves acquired through a consumer-grade EEG device to investigate its capabilities for user identification and authentication. First, we show the statistical significance of the P300 component in event-related potential (ERP) data fr...
Logistic Models Evoked Potentials Machine Learning Signal Processing, Computer-Assisted Electroencephalography Humans Event-Related Potentials, P300 Algorithms Biometric Identification Neural Networks, Computer Equipment Design Brain
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