A Robust Neural Fingerprint of Cinematic Shot-Scale

G. Raz, G. Valente, M. Svanera, Sergio Benini, A. Kovács
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引用次数: 4

Abstract

This article provides evidence for the existence of a robust “brainprint” of cinematic shot-scales that generalizes across movies, genres, and viewers. We applied a machine-learning method on a dataset of 234 fMRI scans taken during the viewing of a movie excerpt. Based on a manual annotation of shot-scales in five movies, we generated a computational model that predicts time series of this feature. The model was then applied on fMRI data obtained from new participants who either watched excerpts from the movies or clips from new movies. The predicted shot-scale time series that were based on our model significantly correlated with the original annotation in all nine cases. The spatial structure of the model indicates that the empirical experience of cinematic close-ups correlates with the activation of the ventral visual stream, the centromedial amygdala, and components of the mentalization network, while the experience of long shots correlates with the activation of the dorsal visual pathway and the parahippocampus. The shot-scale brainprint is also in line with the notion that this feature is informed among other factors by perceived apparent distance. Based on related theoretical and empirical findings we suggest that the empirical experience of close and far shots implicates different mental models: concrete and contextualized perception dominated by recognition and visual and semantic memory on the one hand, and action-related processing supporting orientation and movement monitoring on the other.
电影镜头尺度的鲁棒神经指纹
这篇文章提供了证据,证明在电影、类型和观众之间普遍存在强大的电影镜头尺度“脑印”。我们将机器学习方法应用于观看电影节选期间拍摄的234个功能磁共振成像扫描数据集。基于对五部电影中镜头尺度的手动注释,我们生成了一个预测该特征时间序列的计算模型。然后将该模型应用于从观看电影片段或新电影片段的新参与者那里获得的功能磁共振成像数据。在所有9个案例中,基于我们的模型预测的小尺度时间序列与原始注释显著相关。模型的空间结构表明,电影特写的经验体验与腹侧视觉流、中央杏仁核和心智化网络组成部分的激活相关,而长镜头的经验与背侧视觉通路和副海马体的激活相关。小尺寸的脑印也符合这一概念,即这一特征是由感知到的视距离和其他因素决定的。基于相关的理论和实证研究结果,我们认为近摄和远摄的经验经验涉及不同的心理模型:一方面是由识别、视觉和语义记忆主导的具体和情境化感知,另一方面是支持方向和运动监测的动作相关加工。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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