| Literature DB >> 35270846 |
Jing Zhang1, Sung Park1, Ayoung Cho1, Mincheol Whang2.
Abstract
The success of digital content depends largely on whether viewers empathize with stories and narratives. Researchers have investigated the elements that may elicit empathy from viewers. Empathic response involves affective and cognitive processes and is expressed through multiple verbal and nonverbal modalities. Specifically, eye movements communicate emotions and intentions and may reflect an empathic status. This study explores feature changes in eye movements when a viewer empathizes with the video's content. Seven feature variables of eye movements (change of pupil diameter, peak pupil dilation, very short, mid, over long fixation duration, saccadic amplitude, and saccadic count) were extracted from 47 participants who viewed eight videos (four empathic videos and four non-empathic videos) distributed in a two-dimensional emotion axis (arousal and valence). The results showed that viewers' saccadic amplitude and peak pupil dilation in the eigenvalues of eye movements increased in the empathic condition. The fixation time and pupil size change showed limited significance, and whether there were asymmetric pupil responses between the left and right pupils remained inconclusive. Our investigation suggests that saccadic amplitude and peak pupil dilation are reliable measures for recognizing whether viewers empathize with content. The findings provide physiological evidence based on eye movements that both affective and cognitive processes accompany empathy during media consumption.Entities:
Keywords: cognition; digital content; emotion; empathy evaluation; eye movement; fixation; gaze; pupil; saccade
Mesh:
Year: 2022 PMID: 35270846 PMCID: PMC8914938 DOI: 10.3390/s22051700
Source DB: PubMed Journal: Sensors (Basel) ISSN: 1424-8220 Impact factor: 3.576
Comparison of previous and proposed methods.
| Methods | Strengths | Weaknesses |
|---|---|---|
| The physical elements of the advertisements (e.g., color, saturation, and value) and the viewer’s region of interest (ROI) were analyzed through gaze tracking [ | The physical characteristics of the advertisements that elicit empathy were investigated. | The study focused on the media’s physical characteristics, not necessarily on the viewer. |
| A gaze-points prediction method for advertising images was proposed. The method includes a CNNs-based model for saliency prediction of the multi-text advertising images [ | Analyzed the viewer’s attention based on the continuous distribution of gaze points when an ad is provided as a stimulus. The model adopted text enhanced learning to detect the multi-text peculiarity of ads. | The analysis is limited to a single index (e.g., gaze points) on attention to the advertisement. |
| Studied the overshadowing effect of a celebrity based on the analysis of advertisement effect based on fixation [ | Analyzed the viewer’s fixation measures (time and count) on the celebrity and brand in an advertisement | The analysis is limited to a single index (e.g., time spent on fixation and fixation count) on attention to the advertisement |
| Analyzed the relationship between the quality of narrative rhetoric and the participant’s attention, duration, and pupil diameter [ | Investigated print advertisements that used narrative techniques to present product effects (e.g., dramatic conflict). | The analysis is limited to a few indexes (e.g., gaze time and pupil diameter). |
| Analyzed differential visual attention to Facebook advertisements [ | Investigated visual attention to ads viewed by different interpersonal relationships. | The analysis is limited to the fixation position, duration, and pupil magnification. |
| Empathy evaluation of gaze and pupil movement ( | In-depth analysis with all aspects of significant measures of gaze and pupil movement, including various frequencies involving fixation. | The understanding of the neurological mechanism is still absent. The stimulus’s subcomponents (e.g., celebrity, text) were not analyzed. |
Figure 1Experimental protocol and configuration.
Questionnaire of empathy, valence, and arousal.
| NO. | Questionnaire | Factor |
|---|---|---|
| 1 | I felt pleasant as opposed to unpleasant | Valence |
| 2 | I felt aroused as opposed to relaxed | Arousal |
| 3 | I understood the characters’ needs | Cognitive empathy |
| 4 | I understood how the characters were feeling | |
| 5 | I understood the situation of the video | |
| 6 | I understood the motives behind the characters’ behavior | |
| 7 | I felt as if the events in the video were happening to me | Affective empathy |
| 8 | I felt as if I was in the middle of the situation | |
| 9 | I felt as if I was one of the characters |
Gaze movement and pupil for extraction features.
| Pupil Size Feature | Fixation Feature | Saccade Feature |
|---|---|---|
| Change in pupil diameter | Very short fixation duration | Saccadic amplitude |
| Mid-fixation duration | ||
| Over long fixation duration |
Figure 2Identifying the peak every eight seconds in a video.
Figure 3Comparison of standard deviation (STD) of peak pupil dilation between the empathic and non-empathic conditions in pleasant-aroused content.
Figure 4Comparison of standard deviation (STD) of peak pupil dilation between the empathic and non-empathic conditions in pleasant-relaxed content.
Figure 5Comparison of standard deviation (STD) of peak pupil dilation between the empathic and non-empathic conditions in unpleasant-relaxed content.
Figure 6Comparison of standard deviation (STD) of peak pupil dilation between the empathic and non-empathic conditions in unpleasant-aroused content.
Figure 7Analysis (t-test) of the arousal values between the empathic and non-empathic conditions.
Figure 8Analysis (t-test) of the valence values between the empathic and non-empathic conditions.
Figure 9Analysis (t-test) of the cognitive empathy values between the empathic and non-empathic conditions.
Figure 10Analysis (t-test) of the affective empathy values between the empathic and non-empathic conditions.
The t-test analysis of the change in pupil diameter between the empathic and non-empathic conditions.
| Group | Change in Left Pupil Diameter (CLPD) | Change in Right Pupil Diameter (CRPD) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Non-Empathic | Empathic | Non-Empathic | Empathic | |||||||
| Mean | STD | Mean | STD | Mean | STD | Mean | STD | |||
| All emotions | 0.31 | 0.04 | 0.24 | 0.06 | 0.38 | 0.03 | 0.38 | 0.03 | ||
| Aroused | 0.39 | 0.06 | 0.22 | 0.04 | 0.38 | 0.06 | 0.29 | 0.05 | ||
| Relaxed | 0.10 | 0.11 | 0.41 | 0.06 | 0.37 | 0.04 | 0.46 | 0.05 | ||
| Pleasant | 0.25 | 0.08 | 0.28 | 0.06 | 0.40 | 0.04 | 0.41 | 0.05 | ||
| Unpleasant | 0.21 | 0.08 | 0.37 | 0.06 | 0.37 | 0.04 | 0.33 | 0.06 | ||
| Pleasant aroused | 0.46 | 0.05 | 0.16 | 0.06 | 0.48 | 0.05 | 0.28 | 0.08 | ||
| Pleasant relaxed | 0.04 | 0.16 | 0.40 | 0.11 | 0.31 | 0.06 | 0.54 | 0.06 | ||
| Unpleasant relaxed | 0.16 | 0.15 | 0.42 | 0.06 | 0.43 | 0.06 | 0.39 | 0.07 | ||
| Unpleasant aroused | 0.27 | 0.06 | 0.32 | 0.11 | 0.31 | 0.05 | 0.27 | 0.11 | ||
The t-test analysis of the peak pupil dilation between the empathic and non-empathic conditions.
| Group | Peak Left Pupil Dilation (PLPD) | Peak Right Pupil Dilation (PRPD) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Non-Empathic | Empathic | Non-Empathic | Empathic | |||||||
| Mean | STD | Mean | STD | Mean | STD | Mean | STD | |||
| All emotions | 5.41 | 0.03 | 5.46 | 0.04 | 5.30 | 0.03 | 5.70 | 0.03 | ||
| Aroused | 5.65 | 0.03 | 5.18 | 0.04 | 5.21 | 0.04 | 5.78 | 0.02 | ||
| Relaxed | 5.37 | 0.03 | 5.44 | 0.04 | 5.21 | 0.06 | 5.88 | 0.02 | ||
| Pleasant | 5.23 | 0.05 | 5.42 | 0.05 | 5.41 | 0.03 | 5.73 | 0.05 | ||
| Unpleasant | 5.57 | 0.03 | 5.49 | 0.05 | 5.12 | 0.06 | 5.67 | 0.03 | ||
| Pleasant aroused | 5.51 | 0.09 | 5.40 | 0.08 | 5.52 | 0.07 | 5.27 | 0.09 | ||
| Pleasant relaxed | 5.36 | 0.09 | 5.58 | 0.12 | 5.11 | 0.10 | 5.38 | 0.10 | ||
| Unpleasant relaxed | 5.47 | 0.17 | 5.64 | 0.07 | 5.15 | 0.09 | 5.41 | 0.08 | ||
| Unpleasant aroused | 5.38 | 0.07 | 5.65 | 0.08 | 5.33 | 0.08 | 5.41 | 0.07 | ||
The t-test analysis of the fixation duration between the empathic and non-empathic conditions.
| Group | Very Short Fixation | Medium Fixation | Overlong Fixation | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Non-Empathic | Empathic | Non-Empathic | Empathic | Non-Empathic | Empathic | ||||||||||
| Mean | STD | Mean | STD | Mean | STD | Mean | STD | Mean | STD | Mean | STD | ||||
| All emotions | 18.02 | 0.71 | 17.26 | 0.66 | 632.1 | 9.61 | 644.41 | 8.52 | 54.69 | 2.12 | 52.82 | 1.61 | |||
| Aroused | 18.59 | 1.09 | 17.82 | 0.98 | 685.75 | 11.54 | 678.49 | 11.02 | 42.90 | 2.43 | 46.68 | 2.20 | |||
| Relaxed | 17.45 | 0.90 | 16.70 | 0.90 | 579.0 | 13.26 | 611.3 | 12.02 | 66.35 | 3.02 | 58.76 | 2.20 | |||
| Pleasant | 18.20 | 1.12 | 16.90 | 0.93 | 654.3 | 14.29 | 639.2 | 11.71 | 49.74 | 2.91 | 54.26 | 2.31 | |||
| Unpleasant | 17.84 | 0.87 | 17.61 | 0.95 | 610.11 | 12.48 | 649.50 | 12.36 | 59.58 | 3.00 | 51.38 | 2.25 | |||
| Pleasant aroused | 18.51 | 1.74 | 18.69 | 1.48 | 716.3 | 16.79 | 669.8 | 14.65 | 36.44 | 3.07 | 47.71 | 3.00 | |||
| Pleasant relaxed | 17.89 | 1.40 | 15.10 | 1.06 | 592.29 | 19.28 | 609.95 | 17.10 | 63.04 | 4.12 | 60.54 | 3.24 | |||
| Unpleasant relaxed | 17.02 | 1.13 | 18.19 | 1.43 | 566.0 | 18.03 | 610.29 | 17.07 | 69.60 | 4.38 | 57.53 | 2.96 | |||
| Unpleasant aroused | 18.68 | 1.33 | 17.04 | 1.26 | 655.17 | 14.54 | 687.89 | 16.03 | 49.36 | 3.53 | 45.37 | 3.16 | |||
The t-test analysis on the saccadic amplitude and count between the empathic and non-empathic conditions.
| Group | Saccadic Amplitude (SAC) | Saccadic Count (SCC) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Non-Empathic | Empathic | Non-Empathic | Empathic | |||||||
| Mean | STD | Mean | STD | Mean | STD | Mean | STD | |||
| All emotions | 165.86 | 3.12 | 193.74 | 2.45 | 705.81 | 7.82 | 715.44 | 7.27 | ||
| Aroused | 183.97 | 4.45 | 189.47 | 2.78 | 748.25 | 9.41 | 744.01 | 9.19 | ||
| Relaxed | 147.9 | 3.52 | 197.8 | 3.96 | 663.82 | 10.86 | 687.78 | 10.47 | ||
| Pleasant | 186.29 | 4.63 | 206.30 | 3.18 | 723.2 | 11.98 | 711.3 | 9.87 | ||
| Unpleasant | 145.65 | 2.98 | 181.32 | 3.27 | 688.54 | 9.76 | 719.5 | 10.6 | ||
| Pleasant aroused | 217.24 | 4.28 | 199.31 | 3.71 | 772.2 | 14.34 | 737.2 | 12.19 | ||
| Pleasant relaxed | 155.34 | 5.19 | 213.00 | 4.92 | 674.23 | 16.31 | 686.52 | 14.54 | ||
| Unpleasant relaxed | 140.7 | 4.54 | 183.54 | 5.45 | 653.6 | 14.22 | 687.0 | 15.26 | ||
| Unpleasant aroused | 150.70 | 3.73 | 179.13 | 3.63 | 724.2 | 11.16 | 751.3 | 13.40 | ||
Figure 11Pupil feature variables in a two-dimensional emotion map.
Figure 12Gaze feature variables in a two-dimensional emotion map.