Robust tracking and remapping of eye appearance with passive computer vision

被引:16
作者
Colombo, Carlo [1 ]
Comanducci, Dario [1 ]
Del Bimbo, Alberto [1 ]
机构
[1] Univ Florence, Dipartimento Sistemi & Informat, Florence, Italy
关键词
algorithms; experimentation; eye tracking and remapping; eye blink detection; robust fitting; eye-driven human-computer interaction;
D O I
10.1145/1314303.1314305
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A single-camera iris-tracking and remapping approach based on passive computer vision is presented. Tracking is aimed at obtaining accurate and robust measurements of the iris/pupil position. To this purpose, a robust method for ellipse fitting is used, employing search constraints so as to achieve better performance with respect to the standard RANSAC algorithm. Tracking also embeds an iris localization algorithm (working as a bootstrap multiple-hypotheses generation step), and a blink detector that can detect voluntary eye blinks in human-computer interaction applications. On-screen remapping incorporates a head-tracking method capable of compensating for small user-head movements. The approach operates in real time under different light conditions and in the presence of distractors. An extensive set of experiments is presented and discussed. In particular, an evaluation method for the choice of layout of both hardware components and calibration points is described. Experiments also investigate the importance of providing a visual feedback to the user, and the benefits gained from performing head compensation, especially during image-to-screen map calibration.
引用
收藏
页数:20
相关论文
共 17 条
[1]  
Beymer D, 2003, PROC CVPR IEEE, P451
[2]  
Brown M, 2003, NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, P1218
[3]   Visual capture and understanding of hand pointing actions in a 3-D environment [J].
Colombo, C ;
Del Bimbo, A ;
Valli, A .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2003, 33 (04) :677-686
[4]   A plane measuring device [J].
Criminisi, A ;
Reid, I ;
Zisserman, A .
IMAGE AND VISION COMPUTING, 1999, 17 (08) :625-634
[5]  
CURWEN R, 1993, ACTIVE VISION, P21
[6]   How iris recognition works [J].
Daugman, J .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (01) :21-30
[7]  
Duchowsky A. T., 2003, EYE TRACKING METHODO
[8]   Eye tracking in the wild [J].
Hansen, DW ;
Pece, AEC .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2005, 98 (01) :155-181
[9]  
Hartley Richard., 2017, Multiple View Geometry in Computer Vision
[10]  
Lucas BD., 1981, P 7 INT JOINT C ARTI, DOI DOI 10.5555/1623264.1623280