Abstract: In today's music streaming landscape, personalized song recommendations are crucial for enhancing user experiences. This research study combines heart rate monitoring and facial expression detection to present a novel deep learning method for song suggestion. With a 92% accuracy rate, a Convolutional Neural Network (CNN) model is used to identify emotional states from facial expressions, and heart rate information adds more context to the user's emotional intensity. The large music library is matched to these emotional cues, guaranteeing that suggested songs.....
Keywords — User experience, Deep learning, Song recommendation, Convolutional Neural Network, heart rate analysis facial expressions..
[1]
Y. Kodama Et Al., "A Music Recommendation System," 2005 Digest Of Technical Papers. International Conference On Consumer Electronics, 2005. Icce., Las Vegas, Nv, 2005, Pp. 219-220, Doi: 10.1109/Icce.2005.1429796.
[2]
V. P. Sharma, A. S. Gaded, D. Chaudhary, S. Kumar And S. Sharma, "Emotion-Based Music Recommendation System," 2021 9th International Conference On Reliability, Infocom Technologies And Optimization (Trends And Future Directions) (Icrito), Noida, India, 2021, Pp. 1-5, Doi: 10.1109/Icrito51393.2021.9596276.
[3]
R. Kumar And Rakesh, "Music Recommendation System Using Machine Learning," 2022 4th International Conference On Advances In Computing, Communication Control And Networking (Icac3n), Greater Noida, India, 2022, Pp. 572-576, Doi: 10.1109/Icac3n56670.2022.10074362.
[4]
R. R. Jaison C And M. Rajeswari, "Song Recommendation Based On Voice Tone Analysis," 2023 Second International Conference On Electronics And Renewable Systems (Icears), Tuticorin, India, 2023, Pp. 708-712, Doi:
[5]
K. Vayadande, P. Narkhede, S. Nikam, N. Punde, S. Hukare And R. Thakur, "Facial Emotion Based Song Recommendation System," 2023 International Conference On Computational Intelligence And Sustainable Engineering Solutions (Cises), Greater Noida, India, 2023, Pp. 240-248, Doi: 10.1109/Cises58720.2023.10183606.