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Understanding and Evaluating Racial Biases in Image Captioning

16 June 2021

Papers citing "Understanding and Evaluating Racial Biases in Image Captioning"

50 / 88 papers shown

Title
Bias Is a Subspace, Not a Coordinate: A Geometric Rethinking of Post-hoc Debiasing in Vision-Language Models Dachuan Zhao Weiyue Li Zhenda Shen Yushu Qiu Bowen Xu Haoyu Chen Yongchao Chen 96 0 0 22 Nov 2025
SkinMap: Weighted Full-Body Skin Segmentation for Robust Remote Photoplethysmography Zahra Maleki Amirhossein Akbari Amirhossein Binesh Babak Khalaj 3DH 140 0 0 06 Oct 2025
Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation Yusuke Hirota Ryo Hachiuma Boyi Li Ximing Lu Michael Ross Boone ... Marco Pavone Yu-Chun Wang Noa Garcia Yuta Nakashima Chao-Han Huck Yang 146 1 0 09 Sep 2025
Multi Attribute Bias Mitigation via Representation Learning Rajeev Ranjan Dwivedi Ankur Kumar Vinod K Kurmi 120 0 0 03 Sep 2025
From Global to Local: Social Bias Transfer in CLIP Ryan Ramos Yusuke Hirota Yuta Nakashima Noa Garcia 84 0 0 25 Aug 2025
Modality-Aware Feature Matching: A Comprehensive Review of Single- and Cross-Modality Techniques Weide Liu Wei Zhou Jun Liu Ping Hu Jun Cheng Jungong Han Weisi Lin 3DV 167 3 0 30 Jul 2025
LOTUS: A Leaderboard for Detailed Image Captioning from Quality to Societal Bias and User Preferences Yusuke Hirota Boyi Li Ryo Hachiuma Yueh-Hua Wu Boris Ivanovic Yuta Nakashima Marco Pavone Yejin Choi Yu-Chun Wang Chao-Han Huck Yang VLM 167 1 0 25 Jul 2025
Ming-Omni: A Unified Multimodal Model for Perception and Generation Inclusion AI Biao Gong Cheng Zou C. Zheng Chunluan Zhou ... Zipeng Feng Zhijiang Fang Zhihao Qiu Ziyuan Huang Z. He MLLM AuLLM 190 1 0 11 Jun 2025
Position is Power: System Prompts as a Mechanism of Bias in Large Language Models (LLMs)Conference on Fairness, Accountability and Transparency (FAccT), 2025 Anna Neumann Elisabeth Kirsten Muhammad Bilal Zafar Jatinder Singh 284 8 0 27 May 2025
Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual ClassifiersComputer Vision and Pattern Recognition (CVPR), 2025 Quentin Guimard Moreno DÍncà Massimiliano Mancini Elisa Ricci SSL 309 2 0 29 Apr 2025
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks Mohammad Saleha Azadeh Tabatabaeib 467 5 0 14 Apr 2025
Group-based Distinctive Image Captioning with Memory Difference Encoding and AttentionInternational Journal of Computer Vision (IJCV), 2024 Jiuniu Wang Wenjia Xu Qingzhong Wang Antoni B. Chan 303 0 0 03 Apr 2025
Attention IoU: Examining Biases in CelebA using Attention MapsComputer Vision and Pattern Recognition (CVPR), 2025 Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 253 1 0 25 Mar 2025
MASS: Overcoming Language Bias in Image-Text MatchingAAAI Conference on Artificial Intelligence (AAAI), 2025 Jiwan Chung Seungwon Lim Sangkyu Lee Youngjae Yu VLM 189 0 0 20 Jan 2025
Debiasing Large Vision-Language Models by Ablating Protected Attribute Representations Neale Ratzlaff Matthew Lyle Olson Musashi Hinck Shao-Yen Tseng Vasudev Lal Phillip Howard 331 4 0 17 Oct 2024
A Unified Debiasing Approach for Vision-Language Models across Modalities and TasksNeural Information Processing Systems (NeurIPS), 2024 Hoin Jung T. Jang Xiaoqian Wang VLM 158 15 0 10 Oct 2024
Civiverse: A Dataset for Analyzing User Engagement with Open-Source Text-to-Image Models Maria-Teresa De Rosa Palmini Laura Wagner Eva Cetinic 168 3 0 10 Aug 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Boddeti 313 11 0 05 Aug 2024
MultiHateClip: A Multilingual Benchmark Dataset for Hateful Video Detection on YouTube and BilibiliACM Multimedia (MM), 2024 Han Wang Tan Rui Yang Usman Naseem Roy Ka-wei Lee 192 21 0 28 Jul 2024
Position: Measure Dataset Diversity, Don't Just Claim It Dora Zhao Jerone T. A. Andrews Orestis Papakyriakopoulos Alice Xiang 259 27 0 11 Jul 2024
Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes Yusuke Hirota Jerone T. A. Andrews Dora Zhao Orestis Papakyriakopoulos Apostolos Modas Yuta Nakashima Alice Xiang 291 7 0 04 Jul 2024
$GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing$ GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing Yisong Xiao Aishan Liu QianJia Cheng Zhenfei Yin Yaning Tan Jiapeng Li Jing Shao Xianglong Liu Dacheng Tao 309 26 0 30 Jun 2024
From Descriptive Richness to Bias: Unveiling the Dark Side of Generative Image Caption Enrichment Yusuke Hirota Ryo Hachiuma Chao-Han Huck Yang Yuta Nakashima VLM 181 8 0 20 Jun 2024
They're All Doctors: Synthesizing Diverse Counterfactuals to Mitigate Associative Bias Salma Abdel Magid Jui-Hsien Wang Kushal Kafle Hanspeter Pfister 248 2 0 17 Jun 2024
A Taxonomy of Challenges to Curating Fair Datasets Dora Zhao M. Scheuerman Pooja Chitre Jerone T. A. Andrews Georgia Panagiotidou Shawn Walker Kathleen H. Pine Alice Xiang 249 3 0 10 Jun 2024
Think Before You Act: A Two-Stage Framework for Mitigating Gender Bias Towards Vision-Language Tasks Yunqi Zhang Songda Li Chunyuan Deng Luyi Wang Hui Zhao 295 0 0 27 May 2024
More Distinctively Black and Feminine Faces Lead to Increased Stereotyping in Vision-Language Models Messi H.J. Lee Jacob M. Montgomery Calvin K. Lai VLM 160 0 0 22 May 2024
FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication Eric Slyman Stefan Lee Scott D. Cohen Kushal Kafle VLM 139 9 0 24 Apr 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 308 58 0 08 Apr 2024
Would Deep Generative Models Amplify Bias in Future Models?Computer Vision and Pattern Recognition (CVPR), 2024 Tianwei Chen Yusuke Hirota Mayu Otani Noa Garcia Yuta Nakashima 158 22 0 04 Apr 2024
A Decade's Battle on Dataset Bias: Are We There Yet?International Conference on Learning Representations (ICLR), 2024 Zhuang Liu Kaiming He 231 50 0 13 Mar 2024
CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?International Conference on Learning Representations (ICLR), 2024 Ibrahim Alabdulmohsin Xiao Wang Andreas Steiner Priya Goyal Alexander DÁmour Xiao-Qi Zhai 174 30 0 07 Mar 2024
The Visual Experience Dataset: Over 200 Recorded Hours of Integrated Eye Movement, Odometry, and Egocentric Video Michelle R. Greene Benjamin Balas M. Lescroart Paul MacNeilage Jennifer A. Hart ... Matthew W. Shinkle Wentao Si Brian Szekely Joaquin M. Torres Eliana Weissmann MDE 109 7 0 15 Feb 2024
Copycats: the many lives of a publicly available medical imaging dataset Amelia Jiménez-Sánchez Natalia-Rozalia Avlona Dovile Juodelyte Théo Sourget Caroline Vang-Larsen Anna Rogers Hubert Dariusz Zajkac Veronika Cheplygina 287 4 0 09 Feb 2024
Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel Images Kathleen C. Fraser S. Kiritchenko 214 61 0 08 Feb 2024
Measuring Machine Learning Harms from Stereotypes Requires Understanding Who Is Harmed by Which Errors in What WaysConference on Fairness, Accountability and Transparency (FAccT), 2024 Angelina Wang Xuechunzi Bai Solon Barocas Su Lin Blodgett FaML 165 5 0 06 Feb 2024
Adventures of Trustworthy Vision-Language Models: A Survey Mayank Vatsa Anubhooti Jain Richa Singh 223 10 0 07 Dec 2023
SocialCounterfactuals: Probing and Mitigating Intersectional Social Biases in Vision-Language Models with Counterfactual ExamplesComputer Vision and Pattern Recognition (CVPR), 2023 Phillip Howard Avinash Madasu Tiep Le Gustavo Lujan Moreno Anahita Bhiwandiwalla Vasudev Lal 280 46 0 30 Nov 2023
Women Wearing Lipstick: Measuring the Bias Between an Object and Its Related GenderConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Ahmed Sabir Lluís Padró 303 1 0 29 Oct 2023
Evaluating Bias and Fairness in Gender-Neutral Pretrained Vision-and-Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Laura Cabello Emanuele Bugliarello Stephanie Brandl Desmond Elliott 199 8 0 26 Oct 2023
Evaluating the Fairness of Discriminative Foundation Models in Computer VisionAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2023 Junaid Ali Matthäus Kleindessner F. Wenzel Kailash Budhathoki Volkan Cevher Chris Russell VLM 224 13 0 18 Oct 2023
Mitigating stereotypical biases in text to image generative systems Piero Esposito Parmida Atighehchian Anastasis Germanidis Deepti Ghadiyaram 153 26 0 10 Oct 2023
SegRCDB: Semantic Segmentation via Formula-Driven Supervised LearningIEEE International Conference on Computer Vision (ICCV), 2023 Risa Shinoda Ryo Hayamizu Kodai Nakashima Nakamasa Inoue Rio Yokota Hirokatsu Kataoka VLM 160 14 0 29 Sep 2023
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin ColorIEEE International Conference on Computer Vision (ICCV), 2023 William Thong Przemyslaw K. Joniak Alice Xiang 241 26 0 10 Sep 2023
FACET: Fairness in Computer Vision Evaluation BenchmarkIEEE International Conference on Computer Vision (ICCV), 2023 Laura Gustafson Chloe Rolland Nikhila Ravi Quentin Duval Aaron B. Adcock Cheng-Yang Fu Melissa Hall Candace Ross VLM EGVM 279 58 0 31 Aug 2023
From Fake to Real: Pretraining on Balanced Synthetic Images to Prevent Spurious Correlations in Image RecognitionEuropean Conference on Computer Vision (ECCV), 2023 Maan Qraitem Kate Saenko Bryan A. Plummer 296 6 0 08 Aug 2023
Dense Video Object Captioning from Disjoint SupervisionInternational Conference on Learning Representations (ICLR), 2023 Xingyi Zhou Anurag Arnab Chen Sun Cordelia Schmid 250 7 0 20 Jun 2023
Balancing the Picture: Debiasing Vision-Language Datasets with Synthetic Contrast Sets Brandon Smith Miguel Farinha Elizaveta Semenova Hannah Rose Kirk Aleksandar Shtedritski Max Bain 221 26 0 24 May 2023
Mitigating Test-Time Bias for Fair Image RetrievalNeural Information Processing Systems (NeurIPS), 2023 Fanjie Kong Shuai Yuan Weituo Hao Ricardo Henao 144 23 0 23 May 2023
Inspecting the Geographical Representativeness of Images from Text-to-Image ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Aparna Basu R. Venkatesh Babu Danish Pruthi DiffM 278 47 0 18 May 2023