Synchronization among Groups of Spectators for Highlight Detection in Movies
Author(s) -
Michał Muszyński,
Θεόδωρος Κωστούλας,
Patrizia Lombardo,
Thierry Pun,
Guillaume Chanel
Publication year - 2016
Publication title -
proceedings of the 30th acm international conference on multimedia
Language(s) - English
Resource type - Conference proceedings
DOI - 10.1145/2964284.2967229
Subject(s) - synchronization (alternating current) , pairwise comparison , computer science , baseline (sea) , acceleration , data synchronization , artificial intelligence , human–computer interaction , telecommunications , computer network , oceanography , physics , wireless sensor network , classical mechanics , geology , channel (broadcasting)
Detection of emotional and aesthetic highlights is a challenge for the affective understanding of movies. Our assumption is that synchronized spectators' physiological and behavioral reactions occur during these highlights. We propose to employ the periodicity score to capture synchronization among groups of spectators' signals. To uncover the periodicity score's capabilities, we compare it with baseline synchronization measures, such as the nonlinear interdependence and the windowed mutual information. The results show that the periodicity score and the pairwise synchronization measures are able to capture different properties of spectators' synchronization, and they indicate the presence of some types of emotional and aesthetic highlights in a movie based on spectators' electro-dermal and acceleration signals.
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom