JOURNAL ARTICLE

Music Recommendation based on emotion detection using facial expressions and speech recognition

Sathish, SravanakumarM, Roshan Aditya

Year: 2025 Journal:   Zenodo (CERN European Organization for Nuclear Research)   Publisher: European Organization for Nuclear Research

Abstract

In this paper, a novel framework for music selection is presented that incorporates speech analysis and facial expression-based emotion recognition. The system is designed to provide personalized music recommendations based on the user's current emotional state. A single convolutional neural network (CNN) model trained on real-time data streams is used for emotion recognition. Speech Recognition and OpenCV libraries are utilized for voice and facial emotion detection respectively. Music recommendations are generated using the OpenAI API, leveraging large language models to suggest songs aligned with the detected emotion. The proposed approach offers a personalized, AI-driven music experience and represents a significant advancement in the integration of emotional intelligence with recommendation systems.

Keywords:
Emotion recognition Emotion detection Facial expression Convolutional neural network Selection (genetic algorithm) Face (sociological concept) Emotion classification Voice activity detection

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Topics

Music and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Emotion and Mood Recognition
Social Sciences →  Psychology →  Experimental and Cognitive Psychology
Speech Recognition and Synthesis
Physical Sciences →  Computer Science →  Artificial Intelligence

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