Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias

21 December 2022

Papers citing "Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias"

36 / 36 papers shown

Title
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 45 0 0 25 Mar 2025
Hyperbolic Safety-Aware Vision-Language Models Tobia Poppi Tejaswi Kasarla Pascal Mettes Lorenzo Baraldi Rita Cucchiara VLM MU 66 0 0 15 Mar 2025
VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models Jen-tse Huang Jiantong Qin Jianping Zhang Youliang Yuan Wenxuan Wang Jieyu Zhao VLM 64 0 0 10 Mar 2025
VLMs as GeoGuessr Masters: Exceptional Performance, Hidden Biases, and Privacy Risks Jingyuan Huang Jen-tse Huang Ziyi Liu Xiaoyuan Liu Wenxuan Wang Jieyu Zhao 55 1 0 16 Feb 2025
Intrinsic Bias is Predicted by Pretraining Data and Correlates with Downstream Performance in Vision-Language Encoders Kshitish Ghate Isaac Slaughter Kyra Wilson Mona Diab Aylin Caliskan 86 1 0 11 Feb 2025
ML-EAT: A Multilevel Embedding Association Test for Interpretable and Transparent Social Science Robert Wolfe Alexis Hiniker Bill Howe 48 0 0 04 Aug 2024
Grounding and Evaluation for Large Language Models: Practical Challenges and Lessons Learned (Survey) K. Kenthapadi M. Sameki Ankur Taly HILM ELM AILaw 44 12 0 10 Jul 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 58 9 0 27 Jun 2024
Who's in and who's out? A case study of multimodal CLIP-filtering in DataComp Rachel Hong William Agnew Tadayoshi Kohno Jamie Morgenstern 27 9 0 13 May 2024
SafetyPrompts: a Systematic Review of Open Datasets for Evaluating and Improving Large Language Model Safety Paul Röttger Fabio Pernisi Bertie Vidgen Dirk Hovy ELM KELM 60 32 0 08 Apr 2024
Reflecting the Male Gaze: Quantifying Female Objectification in 19th and 20th Century Novels Kexin Luo Yue Mao Bei Zhang Sophie Hao 32 1 0 25 Mar 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 41 7 0 16 Mar 2024
Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel Images Kathleen C. Fraser S. Kiritchenko 49 34 0 08 Feb 2024
Harm Amplification in Text-to-Image Models Susan Hao Renee Shelby Yuchi Liu Hansa Srinivasan Mukul Bhutani Burcu Karagol Ayan Ryan Poplin Shivani Poddar Sarah Laszlo 43 7 0 01 Feb 2024
Multilingual Text-to-Image Generation Magnifies Gender Stereotypes and Prompt Engineering May Not Help You Felix Friedrich Katharina Hämmerl P. Schramowski Manuel Brack Jindrich Libovický Kristian Kersting Alexander Fraser EGVM 32 10 0 29 Jan 2024
From Bytes to Biases: Investigating the Cultural Self-Perception of Large Language Models Wolfgang Messner Tatum Greene Josephine Matalone 32 4 0 21 Dec 2023
From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape Timothy R. McIntosh Teo Susnjak Tong Liu Paul Watters Malka N. Halgamuge 94 48 0 18 Dec 2023
Stable Diffusion Exposed: Gender Bias from Prompt to Image Yankun Wu Yuta Nakashima Noa Garcia 28 16 0 05 Dec 2023
Finetuning Text-to-Image Diffusion Models for Fairness Xudong Shen Chao Du Tianyu Pang Min Lin Yongkang Wong Mohan S. Kankanhalli 26 50 0 11 Nov 2023
'Person' == Light-skinned, Western Man, and Sexualization of Women of Color: Stereotypes in Stable Diffusion Sourojit Ghosh Aylin Caliskan 49 30 0 30 Oct 2023
Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition Isaac Slaughter Craig Greenberg Reva Schwartz Aylin Caliskan 35 4 0 29 Oct 2023
Regulation and NLP (RegNLP): Taming Large Language Models Catalina Goanta Nikolaos Aletras Ilias Chalkidis S. Ranchordas Gerasimos Spanakis AILaw 15 3 0 09 Oct 2023
Biased Attention: Do Vision Transformers Amplify Gender Bias More than Convolutional Neural Networks? Abhishek Mandal Susan Leavy Suzanne Little ViT 27 5 0 15 Sep 2023
Is the U.S. Legal System Ready for AI's Challenges to Human Values? Inyoung Cheong Aylin Caliskan Tadayoshi Kohno SILM ELM AILaw 30 1 0 30 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng Li FaML AI4TS 39 2 0 23 Aug 2023
AI's Regimes of Representation: A Community-centered Study of Text-to-Image Models in South Asia Rida Qadri Renee Shelby Cynthia L. Bennett Emily Denton 29 67 0 19 May 2023
Fairness in Language Models Beyond English: Gaps and Challenges Krithika Ramesh Sunayana Sitaram Monojit Choudhury 32 23 0 24 Feb 2023
Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large Scale Federico Bianchi Pratyusha Kalluri Esin Durmus Faisal Ladhak Myra Cheng Debora Nozza Tatsunori Hashimoto Dan Jurafsky James Zou Aylin Caliskan DiffM VLM 39 290 0 07 Nov 2022
When and why vision-language models behave like bags-of-words, and what to do about it? Mert Yuksekgonul Federico Bianchi Pratyusha Kalluri Dan Jurafsky James Zou VLM CoGe 30 364 0 04 Oct 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 392 4,171 0 28 Jan 2022
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu Qing Guo FaML 157 95 0 12 Sep 2021
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation Xiuye Gu Nayeon Lee Weicheng Kuo Huayu Chen VLM ObjD 225 899 0 28 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,805 0 24 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 337 3,720 0 11 Feb 2021
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 223 620 0 03 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 306 10,378 0 12 Dec 2018