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相关论文: Aesthetics as Structural Harm: Algorithmic Lookism…

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Text-to-image generative AI models such as Stable Diffusion are used daily by millions worldwide. However, the extent to which these models exhibit racial and gender stereotypes is not yet fully understood. Here, we document significant…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Nouar AlDahoul , Talal Rahwan , Yasir Zaki

In this study, I investigate how generative artificial intelligence (AI) systems reproduce and reinforce societal biases, with a specific focus on the representation of women, Black individuals, age groups, and people with visible…

人工智能 · 计算机科学 2026-04-29 Ayoob Sadeghiani

The recent advancement of large and powerful models with Text-to-Image (T2I) generation abilities -- such as OpenAI's DALLE-3 and Google's Gemini -- enables users to generate high-quality images from textual prompts. However, it has become…

计算机视觉与模式识别 · 计算机科学 2024-05-03 Yixin Wan , Arjun Subramonian , Anaelia Ovalle , Zongyu Lin , Ashima Suvarna , Christina Chance , Hritik Bansal , Rebecca Pattichis , Kai-Wei Chang

Text-to-Image (T2I) generation is enabling new applications that support creators, designers, and general end users of productivity software by generating illustrative content with high photorealism starting from a given descriptive text as…

计算机与社会 · 计算机科学 2023-04-14 Ranjita Naik , Besmira Nushi

Predictive algorithms have a powerful potential to offer benefits in areas as varied as medicine or education. However, these algorithms and the data they use are built by humans, consequently, they can inherit the bias and prejudices…

人机交互 · 计算机科学 2022-03-22 Cristina Manresa-Yee , Silvia Ramis

Text-to-image (T2I) generative models achieve impressive visual fidelity but inherit and amplify demographic imbalances and cultural biases embedded in training data. We introduce T2I-BiasBench, a unified evaluation framework of thirteen…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Nihal Jaiswal , Siddhartha Arjaria , Gyanendra Chaubey , Ankush Kumar , Aditya Singh , Anchal Chaurasiya

Recent research has widely explored the problem of aesthetics assessment of images with generic content. However, few approaches have been specifically designed to predict the aesthetic quality of images containing human faces, which make…

计算机视觉与模式识别 · 计算机科学 2018-10-03 Simone Bianco , Luigi Celona , Raimondo Schettini

The rapid adoption of generative AI models in domains such as education, policing, and social media raises significant concerns about potential bias and safety issues, particularly along protected attributes, such as race and gender, and…

计算机与社会 · 计算机科学 2025-06-10 Jane Castleman , Aleksandra Korolova

Recent text-to-image (T2I) diffusion models produce visually stunning images and demonstrate excellent prompt following. But do they perform well as synthetic vision data generators? In this work, we revisit the promise of synthetic data as…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Krzysztof Adamkiewicz , Brian Bernhard Moser , Stanislav Frolov , Tobias Christian Nauen , Federico Raue , Andreas Dengel

Large-scale facial datasets like CelebA are widely used in computer vision, yet the cultural biases embedded in their labels remain underexplored. Fairness research has distinguished representational from allocational harms, but audits of…

计算机与社会 · 计算机科学 2026-05-18 Sieun Park , Yuanmo He

Advances in generative models have led to significant interest in image synthesis, demonstrating the ability to generate high-quality images for a diverse range of text prompts. Despite this progress, most studies ignore the presence of…

人工智能 · 计算机科学 2024-07-02 Nila Masrourisaadat , Nazanin Sedaghatkish , Fatemeh Sarshartehrani , Edward A. Fox

Our research investigates the impact of Generative Artificial Intelligence (GAI) models, specifically text-to-image generators (T2Is), on the representation of non-Western cultures, with a focus on Indian contexts. Despite the…

计算机与社会 · 计算机科学 2024-08-06 Sourojit Ghosh , Pranav Narayanan Venkit , Sanjana Gautam , Shomir Wilson , Aylin Caliskan

In the fields of Experimental and Computational Aesthetics, numerous image datasets have been created over the last two decades. In the present work, we provide a comparative overview of twelve image datasets that include aesthetic ratings…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Ralf Bartho , Katja Thoemmes , Christoph Redies

Gender stereotypes are pervasive beliefs about individuals based on their gender that play a significant role in shaping societal attitudes, behaviours, and even opportunities. Recognizing the negative implications of gender stereotypes,…

计算与语言 · 计算机科学 2024-04-19 Isar Nejadgholi , Kathleen C. Fraser , Anna Kerkhof , Svetlana Kiritchenko

This research examines whether competence cues can reduce gender bias in evaluations of AI managers and whether these effects depend on how the AI is represented. Across two preregistered experiments (N = 2,505), each employing a 2 x 2 x 3…

计算机与社会 · 计算机科学 2026-02-23 Ruiqing Han , Hao Cui , Taha Yasseri

Bias in text-to-image (T2I) models can propagate unfair social representations and may be used to aggressively market ideas or push controversial agendas. Existing T2I model bias evaluation methods only focus on social biases. We look…

计算机视觉与模式识别 · 计算机科学 2023-12-21 Jordan Vice , Naveed Akhtar , Richard Hartley , Ajmal Mian

Recent advances in deep learning and on-device inference could transform routine screening for skin cancers. Along with the anticipated benefits of this technology, potential dangers arise from unforeseen and inherent biases. A significant…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Ko Watanabe , Stanislav Frolov , Aya Hassan , David Dembinsky , Adriano Lucieri , Andreas Dengel

Text-to-Image (TTI) generative models have shown great progress in the past few years in terms of their ability to generate complex and high-quality imagery. At the same time, these models have been shown to suffer from harmful biases,…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Aditya Chinchure , Pushkar Shukla , Gaurav Bhatt , Kiri Salij , Kartik Hosanagar , Leonid Sigal , Matthew Turk

Face recognition systems (FRS) exhibit significant accuracy differences based on the user's gender. Since such a gender gap reduces the trustworthiness of FRS, more recent efforts have tried to find the causes. However, these studies make…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Paul Jonas Kurz , Haiyu Wu , Kevin W. Bowyer , Philipp Terhörst

Generative AI offers vast opportunities for creating visualisations, such as graphics, videos, and images. However, recent studies around AI-generated visualisations have primarily focused on the creation process and image quality,…

计算机视觉与模式识别 · 计算机科学 2025-10-13 Siiri Leppälampi , Sonja M. Hyrynsalmi , Erno Vanhala