Literature DB >> 33562169

3D Point-of-Intention Determination Using a Multimodal Fusion of Hand Pointing and Eye Gaze for a 3D Display.

Suparat Yeamkuan1, Kosin Chamnongthai1.   

Abstract

This paper proposes a three-dimensional (3D) point-of-intention (POI) determination method using multimodal fusion between hand pointing and eye gaze for a 3D virtual display. In the method, the finger joint forms of the pointing hand sensed by a Leap Motion sensor are first detected as pointing intention candidates. Subsequently, differences with neighboring frames, which should be during hand pointing period, are checked by AND logic with the hand-pointing intention candidates. A crossing point between the eye gaze and hand pointing lines is finally decided by the closest distance concept. In order to evaluate the performance of the proposed method, experiments with ten participants, in which they looked at and pointed at nine test points for approximately five second each, were performed. The experimental results show the proposed method measures 3D POIs at 75 cm, 85 cm, and 95 cm with average distance errors of 4.67%, 5.38%, and 5.71%, respectively.

Entities:  

Keywords:  eye tracking; hand recognition; hand tracking; multimodal systems; sensor fusion

Mesh:

Year:  2021        PMID: 33562169      PMCID: PMC7915892          DOI: 10.3390/s21041155

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  11 in total

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5.  Intent Inference for Hand Pointing Gesture-Based Interactions in Vehicles.

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Journal:  IEEE Trans Cybern       Date:  2015-04-28       Impact factor: 11.448

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Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2019-04-15       Impact factor: 6.226

7.  Why do the eyes prefer the index finger? Simultaneous recording of eye and hand movements during precision grasping.

Authors:  Cristiana Cavina-Pratesi; Constanze Hesse
Journal:  J Vis       Date:  2013-04-18       Impact factor: 2.240

8.  Multi-finger coordination in healthy subjects and stroke patients: a mathematical modelling approach.

Authors:  Ilaria Carpinella; Johanna Jonsdottir; Maurizio Ferrarin
Journal:  J Neuroeng Rehabil       Date:  2011-04-20       Impact factor: 4.262

9.  Evaluation of the leap motion controller as a new contact-free pointing device.

Authors:  Daniel Bachmann; Frank Weichert; Gerhard Rinkenauer
Journal:  Sensors (Basel)       Date:  2014-12-24       Impact factor: 3.576

10.  Robotics Utilization for Healthcare Digitization in Global COVID-19 Management.

Authors:  Zeashan Hameed Khan; Afifa Siddique; Chang Won Lee
Journal:  Int J Environ Res Public Health       Date:  2020-05-28       Impact factor: 3.390

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  3 in total

1.  Using Convolutional Neural Networks for the Assessment Research of Mental Health.

Authors:  Yanbing Liu
Journal:  Comput Intell Neurosci       Date:  2022-05-09

2.  Research on Discrete Semantics in Continuous Hand Joint Movement Based on Perception and Expression.

Authors:  Lesong Jia; Xiaozhou Zhou; Hao Qin; Ruidong Bai; Liuqing Wang; Chengqi Xue
Journal:  Sensors (Basel)       Date:  2021-05-27       Impact factor: 3.576

Review 3.  Leap Motion Controller Video Game-Based Therapy for Upper Extremity Motor Recovery in Patients with Central Nervous System Diseases. A Systematic Review with Meta-Analysis.

Authors:  Irene Cortés-Pérez; Noelia Zagalaz-Anula; Desirée Montoro-Cárdenas; Rafael Lomas-Vega; Esteban Obrero-Gaitán; María Catalina Osuna-Pérez
Journal:  Sensors (Basel)       Date:  2021-03-15       Impact factor: 3.576

  3 in total

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