ItemConference Paper

Facial Emotion Recognition Augmented with CNNs and Face Detection: Toward Emotive Emoji Synthesis

Title
Facial Emotion Recognition Augmented with CNNs and Face Detection: Toward Emotive Emoji Synthesis
Creator
Suguna, R.; Mohana Suganthi, N.; Neethu, P.S.; Suriya Prakash, J.
Description
Emotion recognition is a crucial component with broad applications in technology and healthcare industries specifically in humancomputer interaction. To improve emotion recognition accuracy, this research introduces an innovative technique that integrates face detection with Convolutional Neural Networks (CNNs). Using the Fer2013 dataset, the approach consists of carefully identifying faces in images as a preprocessing step, followed by training a CNN network to identify emotions and create corresponding emojis. After conducting extensive testing and assessment, it is determined that after employing a face detection algorithm the suggested framework is effective in both correctly identifying emotions and producing visually appealing emojis. This helps to create an interface for emotional communication that is more user-friendly and captivating. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.
Source
Lecture Notes in Networks and Systems;Volume;1302;pp.395-409
Date
01-01-2025
Publisher
Springer Science and Business Media Deutschland GmbH
Subject
Convolutional neural networks; Emoji image; Emotion recognition; Face detection
Coverage
Suguna R., Department of CSE, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, India; Mohana Suganthi N., Department of CSE, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, India; Neethu P.S., School of Engineering and Technology (SoET), Christ (Deemed to Be University), Bengaluru, India; Suriya Prakash J., School of Computer Science and Engineering, JAIN (Deemed-to-Be University), Bengaluru, India
Rights
Restricted Access; Hardcopy may be available in the library
Relation
ISSN: 23673370; ISBN: 978-981963380-7;
Format
online
Language
English
Type
Conference paper

Citation

Suguna, R.; Mohana Suganthi, N.; Neethu, P.S.; Suriya Prakash, J., “Facial Emotion Recognition Augmented with CNNs and Face Detection: Toward Emotive Emoji Synthesis,” CHRIST (Deemed To Be University) Institutional Repository, accessed June 18, 2026, https://archives.christuniversity.in/items/show/25513.

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