JOURNAL ARTICLE

Facial Expression Based Music Recommendation System

K AbutalibAmandeep GautamAmandeep GautamAmandeep GautamAditya Dayal Tyagi

Year: 2023 Journal:   International Journal of Advanced Research in Science Communication and Technology Pages: 316-325   Publisher: Shivkrupa Publication's

Abstract

The human face is a crucial organ for conveying an individual's emotional state and behavior. However, manually creating a playlist based on an individual's emotional features can be a labor-intensive and time-consuming task. To automate this process, several algorithms have been proposed, but they are often slow and inaccurate. To address this, a new system is proposed that utilizes facial expression extraction to generate an appropriate playlist automatically. This system can significantly reduce the computational time and overall cost of playlist generation while increasing accuracy. The system captures facial expressions using an inbuilt camera, and the emotion detection algorithm used has an accuracy of approximately 85-90% for real-time images and 98-100% for static images. By leveraging this high level of accuracy and performance, the proposed system outperforms existing algorithms used in the literature survey. Based on the detected emotion, the system creates a playlist that matches the individual's emotional state. This novel approach offers a more efficient and accurate way to generate personalized playlists, ultimately saving time and effort for users

Keywords:
Computer science Task (project management) Process (computing) Facial expression Face (sociological concept) Expression (computer science) Recommender system State (computer science) Artificial intelligence Machine learning Algorithm

Metrics

0
Cited By
0.00
FWCI (Field Weighted Citation Impact)
11
Refs
0.04
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Emotion and Mood Recognition
Social Sciences →  Psychology →  Experimental and Cognitive Psychology
Face recognition and analysis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Color perception and design
Social Sciences →  Psychology →  Social Psychology

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