A Gaze-Contingent Intention Decoding Engine for human augmentation

被引:3
|
作者
Orlov, Pavel [1 ]
Shafti, Ali [1 ]
Auepanwiriyakul, Chaiyawan [1 ]
Songur, Noyan [1 ]
Faisal, A. Aldo [1 ]
机构
[1] Imperial Coll London, Brain & Behav Lab, London, England
基金
欧盟地平线“2020”;
关键词
Assistive robotics; Eye-movements; Eye hand interaction; Gaze-contingent systems;
D O I
10.1145/3204493.3208350
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Humans process high volumes of visual information to perform everyday tasks. In a reaching task, the brain estimates the distance and position of the object of interest, to reach for it. Having a grasp intention in mind, human eye-movements produce specific relevant patterns. Our Gaze-Contingent Intention Decoding Engine uses eye-movement data and gaze-point position to indicate the hidden intention. We detect the object of interest using deep convolution neural networks and estimate its position in a physical space using 3D gaze vectors. Then we trigger the possible actions from an action grammar database to perform an assistive movement of the robotic arm, improving action performance in physically disabled people. This document is a short report to accompany the Gaze-contingent Intention Decoding Engine demonstrator, providing details of the setup used and results obtained.
引用
收藏
页数:3
相关论文
共 50 条
  • [1] Gaze-contingent decoding of human navigation intention on an autonomous wheelchair platform
    Subramanian, Mahendran
    Park, Suhyung
    Orlov, Pavel
    Shafti, Ali
    Faisal, A. Alda
    2021 10TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER), 2021, : 335 - 338
  • [2] A gaze-contingent display for gaze guidance
    Dorr, M.
    Barth, E.
    PERCEPTION, 2009, 38 : 46 - 46
  • [3] Reliability of gaze-contingent perimetry
    Thomas, Nikita
    Acton, Jennifer H.
    Erichsen, Jonathan T.
    Redmond, Tony
    Dunn, Matt J.
    BEHAVIOR RESEARCH METHODS, 2024, 56 (05) : 4883 - 4892
  • [4] Gaze-contingent Screen Adjustment
    Vora, Anshul
    Shah, Rishabh
    Pottekkatt, Hrutwin
    Parmar, Deepen
    PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2018, : 565 - 568
  • [5] Gaze-contingent displays: A review
    Duchowski, AT
    Cournia, N
    Murphy, H
    CYBERPSYCHOLOGY & BEHAVIOR, 2004, 7 (06): : 621 - 634
  • [6] Implicit learning of gaze-contingent events
    Tom Beesley
    Daniel Pearson
    Mike Le Pelley
    Psychonomic Bulletin & Review, 2015, 22 : 800 - 807
  • [7] ACQUISITION OF 2 GAZE-CONTINGENT AFTEREFFECTS
    DEVANE, JR
    PERCEPTUAL AND MOTOR SKILLS, 1977, 45 (02) : 603 - 606
  • [8] Gaze-contingent automatic speech recognition
    Cooke, N. J.
    Russell, M.
    IET SIGNAL PROCESSING, 2008, 2 (04) : 369 - 380
  • [9] Gaze-Contingent Scrolling and Reading Patterns
    Raiha, Kari-Jouko
    Sharmin, Selina
    PROCEEDINGS OF THE NORDICHI'14: THE 8TH NORDIC CONFERENCE ON HUMAN-COMPUTER INTERACTION: FUN, FAST, FOUNDATIONAL, 2014, : 65 - 68
  • [10] Autofocals: Gaze-Contingent Eyeglasses for Presbyopes
    Padmanaban, Nitish
    Konrad, Robert
    Wetzstein, Gordon
    SIGGRAPH'18: ACM SIGGRAPH 2018 EMERGING TECHNOLOGIES, 2018,