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Can AI See the Unseen? Measuring the Perception Gap for Tibetan Cultural Symbols in AI-Generated Art

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TL;DR

This study examines biases in AI-generated Tibetan cultural symbols by comparing AI and human illustrations in a children's book, using eye-tracking to assess implicit attitudes, revealing that human drawings better preserve cultural fidelity, while AI enhances viewer engagement through stylistic features.

Abstract
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Bias and hallucinations in low-resource cultural artefacts significantly impede text-to-image generation models from understanding and disseminating. Focusing on Tibetan as a Chinese minority culture, we produced a children’s picture book through two methods: AI generation and human illustrator. Eye-tracking experiments were employed to investigate participants’ implicit attitudes, aesthetic biases, and cultural perceptions towards these two sources. The results revealed that (1) the hand-drawn group demonstrated higher fidelity to Tibetan culture, exhibiting a positive aesthetic calibration effect in terms of cultural adaptability owing to viewers’ attention duration to the cultural symbols details. (2) The AI-generated group elicited greater viewer interest and emotional engagement through its asymmetric color palettes, especially in color richness and stylistic rendering, and achieved professional-level compositional maturity in multi-character scene generation. This study provides empirical evidence to inform the division of labor between humans and AI in children’s book illustration and explores potential models for future human-AI collaboration.

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 Highly Recommended: 4 out of 4 starsReviewer: Yina Liu
 Yina Liu is a first year PhD student in Language and Literacy, in the department of Elementary Education. Her research interests are digital literacies and children's literature, especially digital picture books. She finished her Master's degree at the University of Saskatchewan and worked in a preschool classroom as an early childhood educator for a year in Saskatchewan. 

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This study examined 20 picture books about Chinese culture published in South Korea to evaluate how accurately they capture concrete, behavioral, and symbolic culture, and the existence of bias and stereotypes. The results show misrepresentations of concrete culture, including food, transportation, costumes, characters, and the map. The Chinese culture is stereotypically represented by the traditional culture, without fully reflecting the country’s recent development and status. Regarding behavioral culture, the customs during Chinese festivals are misrepresented, with Chinese people portrayed as small-eyed and having exaggerated facial expressions. Moreover, portrayals of Chinese people in social settings reflect gender-based stereotypes, unsanitary and having uncivilized social environments. Regarding symbolic culture, gift giving is misinterpreted and Chinese people s Confucian values are stereotyped. The study’s findings of substantial misrepresentations and stereotyping underscore the need to make active efforts to maintain cultural authenticity in multicultural picture books.

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