Gaze Trajectory Index (GTI): A novel metric to quantify saccade trajectory deviation using eye tracking
| Autor: | Giuseppe Giannaccare, Barbara Bortolani, Emilio C. Campos, Guido Tiberi, Michela Fresina, Emanuela Marcelli, Laura Cercenelli |
|---|---|
| Přispěvatelé: | Cercenelli, Laura, Tiberi, Guido, Bortolani, Barbara, Giannaccare, Giuseppe, Fresina, Michela, Campos, Emilio, Marcelli, Emanuela |
| Rok vydání: | 2019 |
| Předmět: |
Adult
0301 basic medicine Saccade curvature Video Recording Health Informatics Fixation Ocular Diagnostic Techniques Ophthalmological Curvature Young Adult 03 medical and health sciences 0302 clinical medicine Image Processing Computer-Assisted Saccades Humans Computer vision Metric Mathematics Eye tracking business.industry Eye movement Computer Science Applications1707 Computer Vision and Pattern Recognition Middle Aged Gaze Computer Science Applications 030104 developmental biology Saccade Metric (mathematics) Trajectory Artificial intelligence business Binocular vision Gaze trajectorie 030217 neurology & neurosurgery |
| Zdroj: | Computers in Biology and Medicine. 107:86-96 |
| ISSN: | 0010-4825 |
| DOI: | 10.1016/j.compbiomed.2019.02.003 |
| Popis: | Background: Many different indexes have been proposed to quantify saccade curvature based on geometric properties of the saccade trajectory projected on the 2D plane. We introduce the Gaze Trajectory Index (GTI), a novel metric to quantify saccade trajectory deviation based on calculation of the rotational eye movements performed in 3D space while following a 2D saccade trajectory recorded with eye tracking (ET). Methods: We provided a description of GTI calculation. In 13 subjects with normal binocular vision we assessed GTI in single-target tests, then we evaluated GTI against previously proposed metrics (Maximum Deviation,MD; Area Curvature,AC; Quadratic Curvature,QC; Initial Direction,ID) using a distractor paradigm that elicited two types of saccade deviations, i.e.“inner-curved” and “outer-curved” saccades. Results: In single-target tests GTI showed that saccade curvature was significantly higher for oblique than for vertical saccades (0.86°±0.32 vs 0.55°±0.60,p < 0.05) and higher for vertical than for horizontal saccades (0.55°±0.60 vs 0.23°±0.17,p < 0.05), in accordance with previous studies. In distractor-based tests, for inner-curved saccades, GTI strongly correlated with MD (r = 0.965,p < 0.01), AC (r = 0.940,p < 0.01), QC (r = 0.866,p < 0.01), and Principal Component Analysis (PCA) confirmed that all these metrics reflect the same underlying phenomenon. For outer-curved trajectories, GTI showed poor correlation with MD and AC (r = 0.291 and 0.416,p < 0.01), however PCA included the three metrics in the same first component group. For outer-curved trajectories, GTI was the only metric showing strong correlation (r = 0.950,p < 0.05) with the overshoot degree of the trajectory. Conclusion: The novel GTI seems to have adjunctive potential, particularly for outer-curved trajectories, in the estimation of the absolute amount of saccade trajectory deviation. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
|
Full Text from ScienceDirect