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  1. National Taiwan Ocean University Research Hub
  2. 電機資訊學院
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請用此 Handle URI 來引用此文件: http://scholars.ntou.edu.tw/handle/123456789/22384
標題: Design of Desktop Audiovisual Entertainment System with Deep Learning and Haptic Sensations
作者: Chou, Chien-Hsing
Su, Yu-Sheng 
Hsu, Che-Ju
Lee, Kong-Chang
Han, Ping-Hsuan
關鍵字: audiovisual entertainment system;deep learning;four-dimensional (4D);haptics;scene recognition;audiovisual entertainment system
公開日期: 1-十月-2020
出版社: MDPI
卷: 12
期: 10
來源出版物: SYMMETRY-BASEL
摘要: 
In this study, we designed a four-dimensional (4D) audiovisual entertainment system called Sense. This system comprises a scene recognition system and hardware modules that provide haptic sensations for users when they watch movies and animations at home. In the scene recognition system, we used Google Cloud Vision to detect common scene elements in a video, such as fire, explosions, wind, and rain, and further determine whether the scene depicts hot weather, rain, or snow. Additionally, for animated videos, we applied deep learning with a single shot multibox detector to detect whether the animated video contained scenes of fire-related objects. The hardware module was designed to provide six types of haptic sensations set as line-symmetry to provide a better user experience. After the system considers the results of object detection via the scene recognition system, the system generates corresponding haptic sensations. The system integrates deep learning, auditory signals, and haptic sensations to provide an enhanced viewing experience.
URI: http://scholars.ntou.edu.tw/handle/123456789/22384
DOI: 10.3390/sym12101718
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