A Multi-Stage Approach to Image Consistency in Zero-Shot Character Art Generation for the D&D Domain

Gayashan Weerasundara; Nisansa de Silva

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Paper

A Multi-Stage Approach to Image Consistency in Zero-Shot Character Art Generation for the D&D Domain

Topics: AI and Creativity; Visualization

In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART, 235-242, 2024 , Rome, Italy

Authors: Gayashan Weerasundara and Nisansa de Silva

Affiliation: Department of Computer Science & Engineering, University of Moratuwa, Sri Lanka

Keyword(s): Machine Learning, Image Generation, Consistency, Dungeons & Dragons.

Abstract: In the evolving landscape of computer graphics, the pursuit of consistency in image generation remains a compelling challenge. This paper delineates a comprehensive methodology that harnesses the capabilities of the Stable Diffusion (SD) model, an adept open-source image generation tool, to generate consistent and high-fidelity imagery. Beginning with the training of a generalized art style for the popular tabletop role-playing game Dungeons and Dragons, our research journeyed through specific character generation and the creation of exhaustive character sheets, culminating in the generation of consistent character images across various poses.

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Paper citation in several formats:

Weerasundara, G. and de Silva, N. (2024). A Multi-Stage Approach to Image Consistency in Zero-Shot Character Art Generation for the D&D Domain. In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART; ISBN 978-989-758-680-4; ISSN 2184-433X, SciTePress, pages 235-242. DOI: 10.5220/0012317600003636

@conference{icaart24,
author={Gayashan Weerasundara. and Nisansa {de Silva}.},
title={A Multi-Stage Approach to Image Consistency in Zero-Shot Character Art Generation for the D&D Domain},
booktitle={Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART},
year={2024},
pages={235-242},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012317600003636},
isbn={978-989-758-680-4},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART
TI - A Multi-Stage Approach to Image Consistency in Zero-Shot Character Art Generation for the D&D Domain
SN - 978-989-758-680-4
IS - 2184-433X
AU - Weerasundara, G.
AU - de Silva, N.
PY - 2024
SP - 235
EP - 242
DO - 10.5220/0012317600003636
PB - SciTePress