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Proceedings ArticleDOI

A Leap Password based verification system

TLDR
This research proposes Leap Password; a novel approach for biometric authentication that consists of a string of successive gestures performed by the user during which physiological as well as behavioral information is captured.
Abstract
Recent developments in three-dimensional sensing devices has led to the proposal of a number of biometric modalities for non-critical scenarios. Leap Motion device has received attention from Vision and Biometrics community due to its high precision tracking. In this research, we propose Leap Password; a novel approach for biometric authentication. The Leap Password consists of a string of successive gestures performed by the user during which physiological as well as behavioral information is captured. The Conditional Mutual Information Maximization algorithm selects the optimal feature set from the extracted information. Match-score fusion is performed to reconcile information from multiple classifiers. Experiments are performed on the Leap Password Dataset, which consists of over 1700 samples obtained from 150 subjects. An accuracy of over 81% is achieved, which shows the effectiveness of the proposed approach.

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Posted Content

FMCode: A 3D In-the-Air Finger Motion Based User Login Framework for Gesture Interface.

TL;DR: This paper proposes a unified user login framework using 3D in-air-handwriting, called FMCode, which defines new types of features critical to distinguish legitimate users from attackers and utilize Support Vector Machine (SVM) for user authentication.
Posted Content

Emerging NUI-based Methods for User Authentication: A New Taxonomy and Survey

TL;DR: In this paper, a survey of point-of-entry (POE) user-device authentication mechanisms that employ natural user interaction is presented, and a set of security and usability evaluation criteria are proposed based on the Bonneau, Herley, Van Oorschot and Stajano framework.
Proceedings ArticleDOI

Biometric Authentication by Handwriting Using Leap Motion

TL;DR: The best way for authentication is changeable biometrics authentication, where personal characteristics of tracks, speed and inclination of fingers are captured and used for the identification and they are information in biometric authentication.
Proceedings ArticleDOI

Comparison of dynamic biometrie security characteristics against other biometrics

TL;DR: The paper focuses on one type of dynamic biometry, authentication based on Gesture Recognition, and presents a proof of concept experiment, leading to the conclusion that in addition to providing one-step, two factor authentication, dynamic biometrics may provide privacy benefits in some circumstances.
Posted Content

FMHash: Deep Hashing of In-Air-Handwriting for User Identification

TL;DR: In this article, the authors proposed FMHash, a user identification framework that can generate a compact binary hash code from a piece of in-air-handwriting of an ID string.
References
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Journal ArticleDOI

An introduction to variable and feature selection

TL;DR: The contributions of this special issue cover a wide range of aspects of variable selection: providing a better definition of the objective function, feature construction, feature ranking, multivariate feature selection, efficient search methods, and feature validity assessment methods.
Journal ArticleDOI

Note on the sampling error of the difference between correlated proportions or percentages.

TL;DR: Two formulas are presented for judging the significance of the difference between correlated proportions and the chi square equivalent of one of the developed formulas.
Journal ArticleDOI

Microsoft Kinect Sensor and Its Effect

TL;DR: While the Kinect sensor incorporates several advanced sensing hardware, this article focuses on the vision aspect of the sensor and its impact beyond the gaming industry.
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