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Comic character recognition using graph embedding in graph representations

delete2026-01-01
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PRE
AI
N
Nadeem Iqbal Kajla *
M
Malik Muhammad Saad Missen
M
Maruf Pasha
M
Mickaël Coustaty
M
Muhammad Muzzamil Luqman
M
Maria Mushtaq
DOI:10.1007/s10032-025-00568-0delete
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Abstract

Abstract

En 中文
Comic books are becoming a significant form of entertainment, instruction, and advertising on a global scale. Comics frequently use text balloons and illustrations to communicate stories. The identification of comic characters has grown to be a particularly fascinating subject of study in the field of comic analysis. For digital comic books, it enables incredibly effective indexation and comic character retrieval. For the recognition, retrieval, and indexation of comic characters, several approaches have been developed. In this research, we suggested a graph embedding approach for comic character recognition. We suggested a novel method for character recognition using graphs. Modern comic character identification techniques are assessed with our solution using standard graph-based datasets for testing. The base method presented by authors of the dataset is outperformed by our suggested methodology. The suggested method may be viewed as a solid foundational method for identifying comic book characters.
Keywords:
Comic recognition
Graph neural networks
Graph embedding
Document analysis
Comic book analysis
Deep learning

Journal

I
International Journal on Document Analysis and Recognition
IF:
2.5
Papers:
40
Citations:
826

Organization

L
la rochelle universite
Scholars:
1.1K
Papers: 824
Citations: 0
C
centre national de la recherche scientifique (cnrs)
Scholars:
24.5W
Papers: 18.2W
Citations: 279
U
Universite de Toulouse
Scholars:
824
Papers: 397
Citations: 0
U
universite toulouse iii - paul sabatier
Scholars:
1.8W
Papers: 1.3W
Citations: 23
O
ollscoil na gaillimhe-university of galway
Scholars:
1.1W
Papers: 8.7K
Citations: 5
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Cited Papers

Cited Papers

Color Descriptor for Content-Based Drawing Retrieval
err2014-04-01
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errChristophe Rigaud; Dimosthenis Karatzas; Jean-Christophe Burie; Jean-Marc Ogier
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A Comic Retrieval System Based on Multilayer Graph Representation and Graph Mining
err2015-01-01
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PREAI
errThanh-Nam Le; Muhammad Muzzamil Luqman; Jean-Christophe Burie; Jean-Marc Ogier
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A Survey of Comics Research in Computer Science
err2018-06-26
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errOAAI
errOlivier Augereau; Motoi Iwata; Koichi Kise
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Self-Supervised Learning from Web Data for Multimodal Retrieval
err2019-01-01
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PREAI
errGomez,Raul; Gomez,Lluis; Gibert,Jaume; Karatzas,Dimosthenis
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Subgraph spotting in graph representations of comic book images
err2018-09-01
err6
errOAAI
errThanh Nam Le; Luqman, Muhammad Muzzamil; Dutta, Anjan; Heroux, Pierre; Rigaud, Christophe; Guerin, Clement; Foggia, Pasquale; Burie, Jean-Christophe; Ogier, Jean-Marc; Llados, Josep; Adam, Sebastien
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