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http://hdl.handle.net/10119/19345
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| Title: | Oracle Bone Character Generation with Diffusion Models |
| Authors: | Xie, Xiaoxuan
Du, Xusheng
Li, Minhao
Xie, Haoran |
| Keywords: | Oracle bone characters
Image generation
Stable diffusion model |
| Issue Date: | 2024-06-22 |
| Publisher: | 情報処理学会 |
| Magazine name: | 研究報告コンピュータグラフィックスとビジュアル情報学（CG） |
| Volume: | 2024-CG-194 |
| Number: | 4 |
| Start page: | 1 |
| End page: | 6 |
| Abstract: | Generating is a challenging task due to their scarcity and unique pictographic nature. In this research, we propose a novel approach to generate oracle bone character-style images corresponding to the given image input using diffusion models. Unlike existing datasets of oracle bone characters, they typically store paired characters with modern Chinese characters. We first construct the dataset that aligns oracle bone characters, text prompts, and object images. We then train a stable diffusion model on this dataset. By inputting images of different objects combined with corresponding text prompts, the model generates the corresponding images in the style of oracle bone characters. Additionally, we integrate an optimization module to refine the initial results, ensuring they better conform to the original structure and norms of oracle bone characters. The qualitative evaluation demonstrates that our model excels in generating oracle bone character-style images that are both stylistically and semantically consistent. |
| Rights: | 社団法人情報処理学会, Xiaoxuan Xie, Xusheng Du, Minhao Li, Haoran Xie, 情報処理学会研究報告. コンピュータグラフィックスとビジュアル情報学（CG）, 2024-CG-194 (4), 2024, pp.1-6. ここに掲載した著作物の利用に関する注意: 本著作物の著作権は（社）情報処理学会に帰属します。本著作物は著作権者である情報処理学会の許可のもとに掲載するものです。ご利用に当たっては「著作権法」ならびに「情報処理学会倫理綱領」に従うことをお願いいたします。 Notice for the use of this material: The copyright of this material is retained by the Information Processing Society of Japan (IPSJ). This material is published on this web site with the agreement of the author (s) and the IPSJ. Please be complied with Copyright Law of Japan and the Code of Ethics of the IPSJ if any users wish to reproduce, make derivative work, distribute or make available to the public any part or whole thereof. All Rights Reserved, Copyright (C) Information Processing Society of Japan. |
| URI: | http://hdl.handle.net/10119/19345 |
| Material Type: | publisher |
| Appears in Collections: | a10-1. 雑誌掲載論文 (Journal Articles)
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| H-XIE-K-3.pdf | | 699Kb | Adobe PDF | View/Open |
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