基于机器学习技术的音频播放器抚慰人类情绪

K. N. Prasanthi, G. S. S. V. S. Tejaswi, M. J. Sai, G. M. Reddy, L. Yasaswini
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引用次数: 0

摘要

由于各种原因,当今世界的人们正遭受着许多与压力有关的疾病。高水平的压力可能会导致各种健康危害,如高血压、心脏病等。其中一个减压活动是听音乐。如果播放的音乐不适合听者当前的情绪,可能会进一步加重用户的压力。基于情绪的音乐播放器是一种基于机器学习技术的音乐播放器,它根据人的情绪来建议播放列表中的歌曲。本文提出了一种基于情绪的音乐播放器,它可以根据用户的各种情绪,即快乐、悲伤、愤怒和中性来推荐歌曲。该应用程序通过网络摄像头捕捉用户的照片,并使用机器学习技术处理面部图像以识别用户的情绪。根据检测到的情绪,它会选择一些歌曲来播放。与现有的技术相比,所提出的应用在确定人类情感方面更为准确。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Machine Learning Techniques based Audio Player to Soothe Human Emotions
People in the current world are suffering from lot of stress related diseases due to various reasons. High stress levels may lead to various health hazards like high blood pressure, heart attack etc. One of the stress relief activities is listening to music. If the music played does not suit the current emotion of the listener, it may aggravate stress of the user further. Emotion based music player is a music player based on machine learning techniques which suggests the songs of the playlist based on person's emotions. This paper proposes an emotion-based music player, which suggests songs based on user's various emotions namely happy, sad, angry and neutral. The application captures the user's photo through web camera and processes the facial image to identify user's emotion using machine learning techniques. Based on the emotion detected, it selects some song to play. The proposed application is more accurate in determining human emotion than existing techniques.
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