2022 Fiscal Year Final Research Report
The evolutionary approach to developing artificial intelligence for understanding human creations
| Project/Area Number |
19H04184
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| Research Category |
Grant-in-Aid for Scientific Research (B)
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| Allocation Type | Single-year Grants |
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| Section | 一般 |
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| Review Section |
Basic Section 61040:Soft computing-related
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| Research Institution | Osaka Metropolitan University (2022)
Osaka Prefecture University (2019-2021) |
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Principal Investigator |
Mori Naoki 大阪公立大学, 大学院情報学研究科, 教授 (90295717)
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| Co-Investigator(Kenkyū-buntansha) |
上野 未貴 大阪工業大学, 工学部, 講師 (60757368)
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| Project Period (FY) |
2019-04-01 – 2023-03-31
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| Keywords | 創作物理解 / 深層学習 / 進化型計算 / 人工知能 / 機械学習 |
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| Outline of Final Research Achievements |
In this project, we aimed to understand the human creation through artificial intelligence. Our research target spanned multiple domains such as comic-based studies (panel recognition, emotion analysis, onomatopoeia comprehension), photo-based research (quantitative photo evaluation, starry sky image generation, insect image recognition), and research on optical illusions (AI-based ambiguous figures recognition, ambiguous figures generation based on image information, and ambiguous figures generation based on linguistic information).
Further, we explored other creative understandings, including calligraphy, fashion, and games, along with research on AutoML (TDGA AutoAugment (TDGA AA), Pareto TDGA AA, tdgaCNN). These achievements have been presented and evaluated at academic conferences, including AAAI. Additionally, we held four organized sessions at the Japanese Society for Artificial Intelligence on the future of creativity by authors and AI, contributing to advancing the field.
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| Free Research Field |
人工知能
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| Academic Significance and Societal Importance of the Research Achievements |
近年人工知能が注目されているが，人の創作物を理解できる人工知能はまだない．そこで，創作物をデータとして客観視するだけではなく，創作過程で込められた想いを主体的に扱い，創作者と研究者をつなぐ人工知能の構築について研究した．また，進化型機械学習として新しいData Augmentation 手法等を提案した．コロナ禍という厳しい状況の中で，4 回のオーガナイズドセッションを企画し，当該分野における人的交流に寄与した．
近年の生成系人工知能の発展によって，創作物に関する研究は今後ますます注目され，積極的に研究がなされていくはずである．本研究課題によって当該分野へ一定の貢献をすることができたと考える．
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