Park Seonghun, Kim Do-Won, Han Chang-Hee, Im Chang-Hwan
Computational Neuroengineering Laboratory, Department of Biomedical Engineering, Hanyang University, Seoul, South Korea.
Department of Electronic Engineering, Hanyang University, Seoul, South Korea.
Front Neuroinform. 2021 Sep 2;15:731236. doi: 10.3389/fninf.2021.731236. eCollection 2021.
Neurocinematics is an emerging discipline in neuroscience, which aims to provide new filmmaking techniques by analyzing the brain activities of a group of audiences. Several neurocinematics studies attempted to track temporal changes in mental states during movie screening; however, it is still needed to develop efficient and robust electroencephalography (EEG) features for tracking brain states precisely over a long period. This study proposes a novel method for estimating emotional arousal changes in a group of individuals during movie screening by employing steady-state visual evoked potential (SSVEP), which is a widely used EEG response elicited by the presentation of periodic visual stimuli. Previous studies have reported that the emotional arousal of each individual modulates the strength of SSVEP responses. Based on this phenomenon, movie clips were superimposed on a background, eliciting an SSVEP response with a specific frequency. Two emotionally arousing movie clips were presented to six healthy male participants, while EEG signals were recorded from the occipital channels. We then investigated whether the movie scenes that elicited higher SSVEP responses coincided well with those rated as the most impressive scenes by 37 viewers in a separate experimental session. Our results showed that the SSVEP response averaged across six participants could accurately predict the overall impressiveness of each movie, evaluated with a much larger group of individuals.
神经电影学是神经科学中一门新兴的学科,旨在通过分析一群观众的大脑活动来提供新的电影制作技术。几项神经电影学研究试图追踪电影放映期间心理状态的时间变化;然而,仍需要开发高效且强大的脑电图(EEG)特征,以便在较长时间内精确追踪大脑状态。本研究提出了一种新颖的方法,通过利用稳态视觉诱发电位(SSVEP)来估计一群个体在电影放映期间的情绪唤醒变化,SSVEP是由周期性视觉刺激呈现所引发的一种广泛使用的脑电图反应。先前的研究报告称,每个个体的情绪唤醒会调节SSVEP反应的强度。基于这一现象,将电影片段叠加在背景上,引发具有特定频率的SSVEP反应。向六名健康男性参与者展示了两个引发情绪唤醒的电影片段,同时从枕叶通道记录脑电图信号。然后,我们调查了在另一个实验环节中,引发较高SSVEP反应的电影场景是否与37名观众评为最令人印象深刻的场景高度吻合。我们的结果表明,六名参与者的平均SSVEP反应能够准确预测每部电影的整体印象,这是通过更大规模的人群评估得出的。