JOURNAL ARTICLE

Emotion Recognition Based on Convolutional Neural Network (CNN)

Bolla Gopi Krishna ReddyPitchuka YashwanthsaaiRavi Raja AAvinash JagarlamudiNimmagadda LeeladharT. T. Sampath Kumar

Year: 2021 Journal:   2021 International Conference on Advancements in Electrical, Electronics, Communication, Computing and Automation (ICAECA) Pages: 1-5

Abstract

Humans consistently have the inborn capacity to perceive and recognize faces and emotions. Computers can now accomplish the same thing, which creates lots of new challenges in daily life. For example, emotion recognition can increase security, enable financial transactions without the need for real cards, and enable the identification of criminals and specialized treatment, among other things. Therefore, face detection and emotion recognition is a prominent and futuristic research topic. In the near future, open-source projects will get more importance rather than licensed ones. In this connection, it is proposed to utilize a python library for face detection and recognition. Kaggle web resources are providing open-source Face Emotion Recognition (FER) datasets. With the help of datasets, there are seven types of emotions: happy, sad, fear, disgust, angry, neutral, and surprise. It is proposed to use image augmentation to improve emotion recognition by building a six-layered Convolution Neural Network (CNN) in Python using the Keras toolkit.

Keywords:
Computer science Disgust Convolutional neural network Surprise Python (programming language) Facial recognition system Sentiment analysis Emotion recognition Emotion classification Emotion detection Artificial intelligence Open source Speech recognition Pattern recognition (psychology) Psychology Software

Metrics

6
Cited By
1.11
FWCI (Field Weighted Citation Impact)
7
Refs
0.77
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

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

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