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Multimedia databases and digital libraries

IMAGE SENTIMENT ANALYSIS USING LATENT CORRELATIONS AMONG VISUAL, TEXTUAL, AND SENTIMENT VIEWS


Multi-View Embedding for Image Sentiment Analysis

As Internet users increasingly post images to express their daily sentiment and emotions, the analysis of sentiments in user-generated images is of increasing importance for developing several applications. Most conventional methods of image sentiment analysis focus on the design of visual features, and the use of text associated to the images has not been sufficiently investigated. This paper proposes a novel approach that exploits latent correlations among multiple views: visual and textual views, and a sentiment view constructed using SentiWordNet.

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Authors:
Marie Katsurai,Shin'ichi Satoh
Submitted On:
11 March 2016 - 9:18pm
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icassp2016_katsurai.pdf

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[1] Marie Katsurai,Shin'ichi Satoh, "IMAGE SENTIMENT ANALYSIS USING LATENT CORRELATIONS AMONG VISUAL, TEXTUAL, AND SENTIMENT VIEWS", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/619. Accessed: Aug. 24, 2017.
@article{619-16,
url = {http://sigport.org/619},
author = {Marie Katsurai;Shin'ichi Satoh },
publisher = {IEEE SigPort},
title = {IMAGE SENTIMENT ANALYSIS USING LATENT CORRELATIONS AMONG VISUAL, TEXTUAL, AND SENTIMENT VIEWS},
year = {2016} }
TY - EJOUR
T1 - IMAGE SENTIMENT ANALYSIS USING LATENT CORRELATIONS AMONG VISUAL, TEXTUAL, AND SENTIMENT VIEWS
AU - Marie Katsurai;Shin'ichi Satoh
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/619
ER -
Marie Katsurai,Shin'ichi Satoh. (2016). IMAGE SENTIMENT ANALYSIS USING LATENT CORRELATIONS AMONG VISUAL, TEXTUAL, AND SENTIMENT VIEWS. IEEE SigPort. http://sigport.org/619
Marie Katsurai,Shin'ichi Satoh, 2016. IMAGE SENTIMENT ANALYSIS USING LATENT CORRELATIONS AMONG VISUAL, TEXTUAL, AND SENTIMENT VIEWS. Available at: http://sigport.org/619.
Marie Katsurai,Shin'ichi Satoh. (2016). "IMAGE SENTIMENT ANALYSIS USING LATENT CORRELATIONS AMONG VISUAL, TEXTUAL, AND SENTIMENT VIEWS." Web.
1. Marie Katsurai,Shin'ichi Satoh. IMAGE SENTIMENT ANALYSIS USING LATENT CORRELATIONS AMONG VISUAL, TEXTUAL, AND SENTIMENT VIEWS [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/619