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IMPRESSION ESTIMATION FOR DEFORMED PORTRAITS WITH A LANDMARK-BASED RANKING NETWORK

Abstract: 

In recent years, it has become a trend for people to manipulate their own portraits before posting them on a social networking service. However, it is difficult to get a desired portrait after manipulation without sufficient experience or skill. To obtain a simpler and more effective portrait manipulation technique, we consider an automated portrait manipulation method based on five impression words: clear, sweet, elegant, modern, and dynamic. In the first part of this work, we analyzed the relationship between deformed portraits (only facial features) and the five impression words for a large dataset that we collected by crowd-sourcing. In the next part, we leveraged the knowledge from the results of the analysis to develop a ranking network trained on the collected data for estimating the impression associated with a portrait. Our network demonstrates superior performance in impression prediction when compared to other state-of-the-art methods.

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Paper Details

Authors:
Kiyoharu Aizawa
Submitted On:
23 September 2019 - 9:20am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Mari MIYATA
Paper Code:
TA.PB.8
Document Year:
2019
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Document Files

2019ICIPposter_miyata_verfinal3.pdf

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[1] Kiyoharu Aizawa, "IMPRESSION ESTIMATION FOR DEFORMED PORTRAITS WITH A LANDMARK-BASED RANKING NETWORK", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4745. Accessed: Oct. 22, 2019.
@article{4745-19,
url = {http://sigport.org/4745},
author = {Kiyoharu Aizawa },
publisher = {IEEE SigPort},
title = {IMPRESSION ESTIMATION FOR DEFORMED PORTRAITS WITH A LANDMARK-BASED RANKING NETWORK},
year = {2019} }
TY - EJOUR
T1 - IMPRESSION ESTIMATION FOR DEFORMED PORTRAITS WITH A LANDMARK-BASED RANKING NETWORK
AU - Kiyoharu Aizawa
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4745
ER -
Kiyoharu Aizawa. (2019). IMPRESSION ESTIMATION FOR DEFORMED PORTRAITS WITH A LANDMARK-BASED RANKING NETWORK. IEEE SigPort. http://sigport.org/4745
Kiyoharu Aizawa, 2019. IMPRESSION ESTIMATION FOR DEFORMED PORTRAITS WITH A LANDMARK-BASED RANKING NETWORK. Available at: http://sigport.org/4745.
Kiyoharu Aizawa. (2019). "IMPRESSION ESTIMATION FOR DEFORMED PORTRAITS WITH A LANDMARK-BASED RANKING NETWORK." Web.
1. Kiyoharu Aizawa. IMPRESSION ESTIMATION FOR DEFORMED PORTRAITS WITH A LANDMARK-BASED RANKING NETWORK [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4745