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. 2019 Dec 14;19(24):5540. doi: 10.3390/s19245540

Table 1.

Summary and comparison of eye detection techniques.

Technique Information Illumination Robustness Requirements References
Pupil Iris Corner Eye Between-the-Eyes Indoor Outdoor Infrared Scale Head Pose Occlusion High Resolution High Contrast Temporal Dependent Good Initialization
Shape-based (circular) [30,31,34]
Shape-based (elliptical) [27,28,72]
Shape-based (elliptical) [73,74,75]
Shape-based (complex) [35,39,41,76]
Feature-based [42,77]
Feature-based [62,78]
Feature-based [50,51]
Feature-based [53,68,70]
Feature-based [46,47,48]
Feature-based [52,60,79,80,81]
Appearance-based [82,83,84,85]
Symmetry [57,58,86]
Eye motion [60,61,62]
Hybrid [65,69,85]