Multimodal Feature Extraction for Memes Sentiment Classification

07/07/2022
by   Sofiane Ouaari, et al.
0

In this study, we propose feature extraction for multimodal meme classification using Deep Learning approaches. A meme is usually a photo or video with text shared by the young generation on social media platforms that expresses a culturally relevant idea. Since they are an efficient way to express emotions and feelings, a good classifier that can classify the sentiment behind the meme is important. To make the learning process more efficient, reduce the likelihood of overfitting, and improve the generalizability of the model, one needs a good approach for joint feature extraction from all modalities. In this work, we proposed to use different multimodal neural network approaches for multimodal feature extraction and use the extracted features to train a classifier to identify the sentiment in a meme.

READ FULL TEXT
research
07/29/2017

Benchmarking Multimodal Sentiment Analysis

We propose a framework for multimodal sentiment analysis and emotion rec...
research
07/14/2018

GPU-based Commonsense Paradigms Reasoning for Real-Time Query Answering and Multimodal Analysis

We utilize commonsense knowledge bases to address the problem of real- t...
research
05/30/2021

Rethinking the constraints of multimodal fusion: case study in Weakly-Supervised Audio-Visual Video Parsing

For multimodal tasks, a good feature extraction network should extract i...
research
11/22/2018

An Efficient Approach to Informative Feature Extraction from Multimodal Data

One primary focus in multimodal feature extraction is to find the repres...
research
02/20/2017

Developing a comprehensive framework for multimodal feature extraction

Feature extraction is a critical component of many applied data science ...
research
08/01/2023

Unimodal Intermediate Training for Multimodal Meme Sentiment Classification

Internet Memes remain a challenging form of user-generated content for a...
research
01/23/2018

Cyber Hate Classification: 'Othering' Language And Paragraph Embedding

Hateful and offensive language (also known as hate speech or cyber hate)...

Please sign up or login with your details

Forgot password? Click here to reset