| Literature DB >> 32326268 |
Youngkeun Lee1, Yadav Sunil Kumar1, Daehyeon Lee2, Jihee Kim3, Junggwon Kim4, Jisang Yoo1, Soonchul Kwon2.
Abstract
Saccadic eye movementis an important ability in our daily life and is especially important in driving and sports. Traditionally, the Developmental Eye Movement (DEM) test and the King-Devick (K-D) test have been used to measure saccadic eye movement, but these only involve measurements with "adjusted time". Therefore, a different approach is required to obtain the eye movement speed and reaction rate in detail, as some are rapid eye movements, while others are slow actions, and vice versa. This study proposed a extended method that can acquire the "rest time" and "transfer time", as well as the "adjusted time", by implementing a virtual reality-based DEM test, using a FOVE virtual reality (VR) head-mounted display, equipped with an eye-tracking module. This approach was tested in 30 subjects with normal vision and no ophthalmologic disease by using a 2-diopter (50-cm) distance. This allowed for measurement of the "adjusted time" and the "rest time" for focusing on each target number character, the "transfer time" for moving to the next target number character, and recording of the gaze-tracking log. The results of this experiment showed that it was possible to analyze more parameters of the saccadic eye movement with the proposed method than with the traditional methods.Entities:
Keywords: developmental eye movement test; eye-tracking; head-mounted display; saccadic eye movement; virtual reality
Year: 2020 PMID: 32326268 PMCID: PMC7349530 DOI: 10.3390/healthcare8020104
Source DB: PubMed Journal: Healthcare (Basel) ISSN: 2227-9032
Figure 1A schematic diagram of the proposed method for measuring saccadic eye movement using a virtual reality (VR) head-mounted display (HMD): (a) Eye-tracking module in the HMD; (b) The Developmental Eye Movement (DEM) test chart transplanted to the VR HMD.
Figure 2A comparison of the proposed and traditional methods for measuring saccadic eye movement: (a) A hard copy of the Developmental Eye Movement (DEM) test charts; (b) The DEM test charts incorporated into the VR HMD; (c) The proposed method of measurements with the DEM test charts incorporated into the VR HMD.
Figure 3The eye movement-trajectory of the DEM test performed with the proposed method: (a) Test A and B; (b) Test C.
The intensity of correlation by the range of the r-value.
| Range of r-Value | Intensity of Linear Relationship |
|---|---|
| −1.0 to −0.7 | Strongly negative (−) |
| −0.7 to −0.3 | Distinctly negative (−) |
| −0.3 to −0.1 | Weakly negative (−) |
| −0.1 to +0.1 | Negligible |
| +0.1 to +0.3 | Weakly positive (+) |
| +0.3 to +0.7 | Distinctly positive (+) |
| +0.7 to +1.0 | Strongly positive (+) |
Questionnaire of subjective symptoms.
| Serial No. | Items |
|---|---|
| 1 | 1.1. I felt dizzy. |
| 2 | 2.1. I was physically and psychologically uncomfortable. |
| 3 | 3.1. My eyes were tired. |
| 4 | 4.1. I felt headache in the front of my head. |
Figure 4The experimental environment of the proposed method.
A sample of the logs of the rest times and transfer times of the vertical test and the horizontal test.
| Serial No. | Vertical Test | Horizontal Test | ||||
|---|---|---|---|---|---|---|
| Character No. | Rest Time | Transfer Time | Character No. | Rest Time | Transfer Time | |
| 1 | 3 | 0.10 | 0.53 | 2 | 0.03 | 0.07 |
| 2 | 7 | 0.03 | 0.20 | 5 | 0.03 | 0.11 |
| 3 | 5 | 0.10 | 0.10 | 9 | 0.03 | 1.09 |
| 4 | 9 | 0.19 | 0.03 | 4 | 0.07 | 0.04 |
| 5 | 8 | 0.19 | 0.20 | 3 | 0.06 | 0.29 |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
| 38 | 3 | 0.28 | 0.09 | 4 | 0.04 | 0.05 |
| 39 | 6 | 0.12 | 0.07 | 6 | 0.06 | 0.38 |
| 40 | 4 | - | - | 3 | 0.10 | 0.51 |
| 41 | 6 | 0.09 | 0.06 | 6 | 0.14 | 1.15 |
| 42 | 3 | 0.12 | 0.03 | 3 | 0.05 | 0.21 |
| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
| 76 | 3 | 0.37 | 0.49 | 3 | 0.03 | 0.47 |
| 77 | 7 | 0.25 | 0.18 | 7 | 0.07 | 0.43 |
| 78 | 5 | 0.46 | 0.19 | 5 | 0.03 | 0.45 |
| 79 | 9 | 0.44 | 0.03 | 9 | 0.17 | 1.86 |
| 80 | 8 | - | - | 8 | - | - |
Subjective symptom scores.
| Questions | Hard Copy | VR HMD | t | |
|---|---|---|---|---|
| Mean ± SD (Points) | Mean ± SD (Points) | |||
| 1.1 | 0.36 ± 0.49 | 1.29 ± 0.99 | −2.56 | 0.010 |
| 1.2 | 0.79 ± 0.97 | 1.29 ± 8.25 | −2.11 | 0.035 |
| 1.3 | 0.57 ± 0.87 | 1.21 ± 0.97 | −1.7 | 0.086 |
| 1.4 | 0.43 ± 0.64 | 1.86 ± 0.77 | −1.89 | 0.058 |
| 1.5 | 0.43 ± 0.64 | 1.07 ± 0.99 | −2.16 | 0.030 |
| 2.1 | 0.3 ± 0.63 | 1.21 ± 1.12 | −2.43 | 0.015 |
| 2.2 | 0.36 ± 0.63 | 0.79 ± 1.12 | −1.56 | 0.119 |
| 2.3 | 0.21 ± 0.42 | 1.07 ± 0.91 | −2.43 | 0.015 |
| 2.4 | 0.36 ± 0.63 | 1.07 ± 0.91 | −2.43 | 0.026 |
| 2.5 | 0.36 ± 0.63 | 1.29 ± 0.99 | −2.4 | 0.016 |
| 2.6 | 0.36 ± 0.49 | 1.29 ± 0.99 | −2.5 | 0.010 |
| 2.7 | 0.29 ± 0.46 | 0.57 ± 0.85 | −1.30 | 1.940 |
| 3.1 | 0.57 ± 0.75 | 1.79 ± 1.05 | −2.63 | 0.009 |
| 3.2 | 0.57 ± 0.64 | 1.07 ± 0.99 | −1.73 | 0.083 |
| 3.3 | 0.71 ± 0.91 | 0.93 ± 1.26 | −0.53 | 0.590 |
| 3.4 | 0.29 ± 0.46 | 0.86 ± 0.77 | −2.27 | 0.023 |
| 3.5 | 0.36 ± 0.63 | 0.93 ± 0.99 | −1.99 | 0.460 |
| 3.6 | 0.29 ± 0.46 | 0.86 ± 1.09 | −1.99 | 0.049 |
| 3.7 | 1.07 ± 1.14 | 0.50 ± 0.76 | −1.58 | 0.114 |
| 3.8 | 0.29 ± 0.46 | 1.14 ± 0.94 | −2.36 | 0.480 |
| 3.9 | 0.29 ± 0.46 | 0.79 ± 0.80 | −1.38 | 0.100 |
| 4.1 | 0.79 ± 0.89 | 1.29 ± 1.20 | −1.38 | 0.168 |
| 4.2 | 0.43 ± 0.51 | 0.43 ± 0.51 | 0.00 | 1.000 |
| 4.3 | 0.36 ± 0.49 | 0.64 ± 0.74 | −1.19 | 0.234 |
| 4.4 | 0.43 ± 0.64 | 0.71 ± 0.72 | −1.41 | 0.157 |
Figure 5Chart comparisons of the subjective symptom scores (* stands for the items which showed a significant difference between the two tests): (a) Symptom scores for Questions 1.1–1.5; (b) Symptom scores for Questions 2.1–2.7; (c) Symptom scores for Questions 3.1–3.9; (d) Symptom scores for Questions 4.1–4.4.
A comparison of the adjusted times.
| Traditional Method | Proposed Method | t | ||
|---|---|---|---|---|
| Mean ± SD (s) | Mean ± SD (s) | |||
| Vertical Test | 23.99 ± 4.08 | 28.29 ± 4.92 | −5.32 | <0.001 |
| Horizontal Test | 22.70 ± 3.60 | 40.61 ± 7.75 | −15.33 | <0.001 |
Figure 6A chart comparison of the adjusted times.
Correlation between the vertical tests of the traditional method and the proposed method.
| Traditional Method | Proposed Method | ||
|---|---|---|---|
| Traditional Method | 1 | 0.003 | |
| Proposed Method | 0.530 | 1 |
Figure 7Scatter plot of correlation in the vertical test.
Correlation between the horizontal tests of the traditional method and the proposed method.
| Traditional Method | Proposed Method | ||
|---|---|---|---|
| Traditional Method | 1 | 0.001 | |
| Proposed Method | 0.575 | 1 |
Figure 8Scatter plot of correlation in the horizontal test.
A comparison of the rest time and transfer time.
| Vertical Test | Horizontal Test | t | ||
|---|---|---|---|---|
| Mean ± SD (s) | Mean ± SD (s) | |||
| Rest Time | 0.19 ± 0.04 | 0.12 ± 0.08 | 6.44 | <0.001 |
| Transfer Time | 0.22 ± 0.07 | 0.42 ± 0.14 | −11.11 | <0.001 |
Figure 9Chart comparisons of the rest time and transfer time: (a) Rest time; (b) Transfer time.
Samples of the rest times and transfer times from five subjects.
| Sample No. | Vertical Test | Horizontal Test | ||
|---|---|---|---|---|
| Avg. Rest Time (s) | Avg. Transfer Time (s) | Avg. Rest Time (s) | Avg. Transfer Time (s) | |
| 1 | 0.353 | 0.191 | 0.120 | 0.322 |
| 2 | 0.177 | 0.218 | 0.104 | 0.405 |
| 3 | 0.293 | 0.220 | 0.129 | 0.436 |
| 4 | 0.182 | 0.133 | 0.095 | 0.318 |
| 5 | 0.168 | 0.209 | 0.399 | 0.413 |