Saliency-Based Gaze Visualization for Eye Movement Analysis

被引:5
|
作者
Yoo, Sangbong [1 ]
Jeong, Seongmin [1 ]
Kim, Seokyeon [1 ]
Jang, Yun [1 ]
机构
[1] Sejong Univ, Comp Engn & Convergence Engn Intelligent Drone, Seoul 05006, South Korea
关键词
gaze data visualization; saliency analysis; visual attention; VISUAL-ATTENTION; EARLY VISION; TRACKING; SEARCH; MODEL; OBJECT;
D O I
10.3390/s21155178
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Gaze movement and visual stimuli have been utilized to analyze human visual attention intuitively. Gaze behavior studies mainly show statistical analyses of eye movements and human visual attention. During these analyses, eye movement data and the saliency map are presented to the analysts as separate views or merged views. However, the analysts become frustrated when they need to memorize all of the separate views or when the eye movements obscure the saliency map in the merged views. Therefore, it is not easy to analyze how visual stimuli affect gaze movements since existing techniques focus excessively on the eye movement data. In this paper, we propose a novel visualization technique for analyzing gaze behavior using saliency features as visual clues to express the visual attention of an observer. The visual clues that represent visual attention are analyzed to reveal which saliency features are prominent for the visual stimulus analysis. We visualize the gaze data with the saliency features to interpret the visual attention. We analyze the gaze behavior with the proposed visualization to evaluate that our approach to embedding saliency features within the visualization supports us to understand the visual attention of an observer.
引用
收藏
页数:18
相关论文
共 50 条
  • [21] A saliency-based approach to event recognition
    Ahmad, Kashif
    Conci, Nicola
    De Natale, F. G. B.
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2018, 60 : 42 - 51
  • [22] Saliency-based Football Offside Detection
    Siratanita, Sirimamayvadee
    Chanmongthai, Kosin
    Muneyasu, Mistusji
    2017 17TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT), 2017,
  • [23] Saliency-based stereoscopic image retargeting
    Fang, Yuming
    Wang, Junle
    Yuan, Yuan
    Lei, Jianjun
    Lin, Weisi
    Le Callet, Patrick
    INFORMATION SCIENCES, 2016, 372 : 347 - 358
  • [24] SALIENCY-BASED NAVIGATION IN OMNIDIRECTIONAL IMAGE
    Maugey, Thomas
    Le Meur, Olivier
    Liu, Zhi
    2017 IEEE 19TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP), 2017,
  • [25] A model of saliency-based visual attention for rapid scene analysis
    Itti, L
    Koch, C
    Niebur, E
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (11) : 1254 - 1259
  • [26] SalienShrink: Saliency-based wavelet shrinkage
    Rapantzikos, Konstantinos
    Avrithis, Yannis
    Kollias, Stefanos
    2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 305 - 308
  • [27] Spectral Saliency-Based Video Deinterlacing
    Aggarwal, Umang
    Trocan, Maria
    Coudoux, Francois-Xavier
    COMPUTATIONAL COLLECTIVE INTELLIGENCE, ICCCI 2016, PT I, 2016, 9875 : 590 - 598
  • [28] Efficient saliency-based repurposing method
    Le Meur, O.
    Castellan, X.
    Le Callet, P.
    Barba, D.
    2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 421 - +
  • [29] Saliency-based guidance of eye movements in monkeys with unilateral lesion of primary visual cortex
    Itti, Laurent
    Yoshida, Masatoshi
    Berg, David
    Ikeda, Takuro
    Kato, Rikako
    Takaura, Kana
    Isa, Tadashi
    NEUROSCIENCE RESEARCH, 2009, 65 : S51 - S51
  • [30] Saliency-Based Image Object Indexing and Retrieval
    Lam, Yat Hong Jacky
    Yayilgan, Sule Yildirim
    IMAGE ANALYSIS AND RECOGNITION (ICIAR 2018), 2018, 10882 : 269 - 277