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Title: :  REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING
PaperId: :  17839
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 4 2022
DUI:    16.0415/IJARIIE-17839
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mohammed YasinAMC Engineering College
Akshit TomarAMC Engineering College
Prof. R AMUTHAAMC Engineering College

Abstract

Computer engineering
Musicplayer, Convolutional Neural Network, OpenCV, Emotion, Machine learning, CNN Model, Haar Cascade Classifier
This paper implements the use of Haar Cascade Classifier for face detection and Convolutional neural network for the emotion detection and thereby playing a song accordingly. In order to obtain minimal processing, multilayer perceptron are implemented by CNNs. In comparison to various algorithms for image classification, CNNs observed to have little-processing. This implies that the filters used in CNNs are advantageous when compared to traditional algorithm. The model includes two convolutional neural networks (CNN) models: a five-layer model and a global average pooling (GAP) model. We combined these CNN models with transfer-learning models. For our transfer-learning models, we used three pre-trained models: ResNet50; SeNet50; VGG16. Our results are comparable with the state-of-the-art models; however, our models are more efficient in performance. The visualization of features directly can be less informative. Hence, we use the training procedure of back-propagation to activate the filters for better visualization. The multiple actions such as capturing, detecting the emotion and classifying the same can all be confined as one step through the use of CNN. The slow performances of the real-time approaches could be enhanced by regularizing the methods and by visualizing the hidden features. Hence the proposed approach could enhance the accuracy and the computation speed..

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IJARIIE Mohammed Yasin, Akshit Tomar, and Prof. R AMUTHA. "REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 4 2022 Page 1208-1215
MLA Mohammed Yasin, Akshit Tomar, and Prof. R AMUTHA. "REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING." International Journal Of Advance Research And Innovative Ideas In Education 8.4(2022) : 1208-1215.
APA Mohammed Yasin, Akshit Tomar, & Prof. R AMUTHA. (2022). REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING. International Journal Of Advance Research And Innovative Ideas In Education, 8(4), 1208-1215.
Chicago Mohammed Yasin, Akshit Tomar, and Prof. R AMUTHA. "REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 4 (2022) : 1208-1215.
Oxford Mohammed Yasin, Akshit Tomar, and Prof. R AMUTHA. 'REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 4, 2022, p. 1208-1215. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/REALTIME_EMOTION_BASED_MUSIC_PLAYER_USING_IMAGE_PROCESSING_ijariie17839.pdf (Accessed : 24 September 2023).
Harvard Mohammed Yasin, Akshit Tomar, and Prof. R AMUTHA. (2022) 'REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING', International Journal Of Advance Research And Innovative Ideas In Education, 8(4), pp. 1208-1215IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/REALTIME_EMOTION_BASED_MUSIC_PLAYER_USING_IMAGE_PROCESSING_ijariie17839.pdf (Accessed : 24 September 2023)
IEEE Mohammed Yasin, Akshit Tomar, and Prof. R AMUTHA, "REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 4, pp. 1208-1215, Jul-Aug 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/REALTIME_EMOTION_BASED_MUSIC_PLAYER_USING_IMAGE_PROCESSING_ijariie17839.pdf [Accessed : 24 September 2023].
Turabian Mohammed Yasin, Akshit Tomar, and Prof. R AMUTHA. "REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 4 (24 September 2023).
Vancouver Mohammed Yasin, Akshit Tomar, and Prof. R AMUTHA. REALTIME EMOTION BASED MUSIC PLAYER USING IMAGE PROCESSING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : 24 September 2023]; 8(4) : 1208-1215. Available from: https://ijariie.com/AdminUploadPdf/REALTIME_EMOTION_BASED_MUSIC_PLAYER_USING_IMAGE_PROCESSING_ijariie17839.pdf
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