| 研究課題/領域番号 |
22K12091
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| 研究機関 | 大阪大学 |
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研究代表者 |
GARCIA・DOCAMPO NOA 大阪大学, データビリティフロンティア機構, 特任助教(常勤) (80870005)
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| 研究期間 (年度) |
2022-04-01 – 2026-03-31
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| キーワード | bias in computer vision / computer vision / image captioning / vision and language / ethical ai |
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| 研究実績の概要 |
In this project, we have investigated the problem of societal bias in image captioning and multimodal vision and language models. As an outcome of the first year of research:
* We have shown that captioning models encode gender and racial bias.
* We have proposed a new metric to measure societal bias.
* We have annotated a dataset to study and mitigate societal bias.
* We have designed a bias mitigation method for image captioning.
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| 現在までの達成度 (区分) |
現在までの達成度 (区分)
1: 当初の計画以上に進展している
理由
In the first year, we have achieved more milestones than originally planned, and have published our work on top conferences in the field.
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| 今後の研究の推進方策 |
Next, we will explore societal bias in text-to-image generation models.
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| 次年度使用額が生じた理由 |
Due to COVID-19 travel restrictions, international conferences were held online. Funding for travel will be used in upcoming conferences in the next fiscal year.
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