AI Tools Can Generate Misculture Visuals! Detecting Prompts Generating Misculture Visuals For Prevention

Advanced AI models that generate realistic images from text prompts offer new creative possibilities but also risk producing culturally insensitive or offensive content.To address this issue, we introduce a novel dataset designed to classify text prompts that could lead to the generation of harmful images misrepresenting different cultures and communities.By training machine learning models on this dataset, we aim to automatically identify and filter out harmful prompts before image generation, balancing cultural sensitivity with creative freedom.Benchmarking with state-ofthe-art language models, our baseline models achieved an accuracy of 73.34%.

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Publication Details

Published
2025-01-01
DOI
https://doi.org/10.18653/v1/2025.nlp4pi-1.25
Primary Topic
Crime, Deviance, and Social Control
Type
article
Field-Weighted Citation Impact
0.00
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article

AI Tools Can Generate Misculture Visuals! Detecting Prompts Generating Misculture Visuals For Prevention

MSVPJ Sathvik, Raj Sonani, Venkatesh Velugubantla
Crime, Deviance, and Social Control
article

AI Tools Can Generate Misculture Visuals! Detecting Prompts Generating Misculture Visuals For Prevention

MSVPJ Sathvik, Raj Sonani, Venkatesh Velugubantla
article en

Abstract

Advanced AI models that generate realistic images from text prompts offer new creative possibilities but also risk producing culturally insensitive or offensive content.To address this issue, we introduce a novel dataset designed to classify text prompts that could lead to the generation of harmful images misrepresenting different cultures and communities.By training machine learning models on this dataset, we aim to automatically identify and filter out harmful prompts before image generation, balancing cultural sensitivity with creative freedom.Benchmarking with state-ofthe-art language models, our baseline models achieved an accuracy of 73.34%.

Openalex Percentile: Top 74%
Crime, Deviance, and Social Control
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