Cultural Bias in Text-to-Image Models: A Systematic Review of Bias Identification, Evaluation, and Mitigation Strategies

Cultural Bias in Text-to-Image Models: A Systematic Review of Bias Identification, Evaluation, and Mitigation Strategies

<p dir="ltr">Despite their continuous advancements, text-to-image (TTI) models often reflect and reinforce cultural biases, perpetuating stereotypes often inherent in their training data. This systematic review critically examines cultural bias in text-to-image (TTI) models, addressi...

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Bibliographic Details
Main Author: Wala Elsharif (22828082) (author)
Other Authors: Mahmood Alzubaidi (15740693) (author), Marco Agus (8032898) (author)
Published: 2025
Subjects:
Information and computing sciences
Artificial intelligence
Computer vision and multimedia computation
Philosophy and religious studies
Applied ethics
AI ethics
AI fairness
bias evaluation
bias mitigation
CLIP
cultural bias
generative AI
gender bias
prompt engineering
racial bias
responsible AI
text-to-image models
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