Emoji Detection System Using Machine Learning

This paper explores the creation of an emoji detection system using machine learning, developed in a practical and exploratory manner rather than in a polished theoretical style. The study grew from observing how often people rely on emojis to express emotions that do not always come across in written text. By experimenting with commonly used models and gradually testing different approaches, the system was built to identify emojis in both text and images with reasonable accuracy. Although not perfect, the work reflects a realistic research process and offers insights for further improvement.

Publication Details

Journal
Iconic Research and Engineering Journals
Published
2025-12-04
DOI
https://doi.org/10.64388/irev9i5-1712361
Primary Topic
Sentiment Analysis and Opinion Mining
Type
article
Field-Weighted Citation Impact
0.00
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article

Emoji Detection System Using Machine Learning

Iconic Research and Engineering Journals
Sentiment Analysis and Opinion Mining
article

Emoji Detection System Using Machine Learning

article en

Abstract

This paper explores the creation of an emoji detection system using machine learning, developed in a practical and exploratory manner rather than in a polished theoretical style. The study grew from observing how often people rely on emojis to express emotions that do not always come across in written text. By experimenting with commonly used models and gradually testing different approaches, the system was built to identify emojis in both text and images with reasonable accuracy. Although not perfect, the work reflects a realistic research process and offers insights for further improvement.

Iconic Research and Engineering JournalsVol. 9(5)
Openalex Percentile: Top 79%
Sentiment Analysis and Opinion Mining
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Emoji Detection System Using Machine Learning · Iconic Research and Engineering Journals (2025) | TGRS Research Map | TGRS