This work proposes an interactive art installation "Mood spRing" designed to reflect the mood of the environment through interpretation of language and tone. Mood spRing consists of an AI program that controls an immersive 3D animation of the seasons. If the AI program perceives the language and tone of the users as pleasant, the animation progresses through idealized renditions of seasons. Otherwise, it slips into unpleasant weather and natural disasters of the season. To interpret the language and tone of the user interaction, hybrid state-of-the-art emotion detection methods are applied to the user audio and text inputs. The emotional states detected separately from tone and language are fused by a novel approach that aims at minimizing the possible model disparity across diverse demographic groups.
翻译:本文提出了一个交互式艺术装置“情绪春天”,旨在通过语言和语调的解释来反映环境的情绪。情绪春天由一个AI程序控制,用沉浸式3D动画演示季节的变化。如果AI程序感知到用户的语言和语调令人愉悦,则动画会呈现出理想化的季节演绎。否则,它就会陷入不愉快的天气和季节自然灾害之中。为了解释用户交互的语言和语调,使用了混合最先进的情感检测方法来处理用户音频和文本输入。从语调和语言单独检测到的情绪状态被合并到一起,采用一种新的方法,旨在最小化跨不同族裔群体间可能的模型差异。