Predictive Inequity in Object Detection

21 February 2019

Papers citing "Predictive Inequity in Object Detection"

50 / 96 papers shown

Title
VISLIX: An XAI Framework for Validating Vision Models with Slice Discovery and Analysis Xinyuan Yan Xiwei Xuan Jorge Henrique Piazentin Ono Jiajing Guo V. Mohanty Shekar Arvind Kumar Liang Gou Bei Wang Liu Ren 42 0 0 06 May 2025
Optimizing importance weighting in the presence of sub-population shifts Floris Holstege Bram Wouters Noud van Giersbergen C. Diks 24 0 0 18 Oct 2024
Dynamic Fairness Perceptions in Human-Robot Interaction Houston Claure Kate Candon Inyoung Shin Marynel Vázquez 30 1 0 11 Sep 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Naresh Boddeti 34 4 0 05 Aug 2024
PathwayBench: Assessing Routability of Pedestrian Pathway Networks Inferred from Multi-City Imagery Yuxiang Zhang Bill Howe Sachin Mehta N. Bolten A. Caspi 16 1 0 23 Jul 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 39 2 0 10 Jun 2024
Fairness in Autonomous Driving: Towards Understanding Confounding Factors in Object Detection under Challenging Weather Bimsara Pathiraja Caleb Liu Ransalu Senanayake 26 2 0 31 May 2024
Designing for Fairness in Human-Robot Interactions Houston Claure 13 0 0 31 May 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
A Unified Framework and Dataset for Assessing Societal Bias in Vision-Language Models Ashutosh Sathe Prachi Jain Sunayana Sitaram 50 1 0 21 Feb 2024
Analyzing and Mitigating Bias for Vulnerable Classes: Towards Balanced Representation in Dataset Dewant Katare David Solans Noguero Souneil Park Nicolas Kourtellis Marijn Janssen Aaron Yi Ding 17 2 0 18 Jan 2024
GroupMixNorm Layer for Learning Fair Models Anubha Pandey Aditi Rai Maneet Singh Deepak L. Bhatt Tanmoy Bhowmik 14 0 0 19 Dec 2023
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous Driving David Fernández Llorca Pedro Frau Ignacio Parra R. Izquierdo Emilia Gómez 45 1 0 11 Dec 2023
SoUnD Framework: Analyzing (So)cial Representation in (Un)structured (D)ata Mark Díaz Sunipa Dev Emily Reif Remi Denton Vinodkumar Prabhakaran 33 3 0 28 Nov 2023
(Ir)rationality in AI: State of the Art, Research Challenges and Open Questions Olivia Macmillan-Scott Mirco Musolesi 32 1 0 28 Nov 2023
AI Hazard Management: A framework for the systematic management of root causes for AI risks Ronald Schnitzer Andreas Hapfelmeier Sven Gaube Sonja Zillner 13 3 0 25 Oct 2023
FACTS: First Amplify Correlations and Then Slice to Discover Bias Sriram Yenamandra Baifeng Shi Trevor Darrell Judy Hoffman CML 23 21 0 29 Sep 2023
Survey of Social Bias in Vision-Language Models Nayeon Lee Yejin Bang Holy Lovenia Samuel Cahyawijaya Wenliang Dai Pascale Fung VLM 39 16 0 24 Sep 2023
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color William Thong Przemyslaw K. Joniak Alice Xiang 30 19 0 10 Sep 2023
Fairness in Ranking under Disparate Uncertainty Richa Rastogi Thorsten Joachims 30 3 0 04 Sep 2023
FACET: Fairness in Computer Vision Evaluation Benchmark Laura Gustafson Chloe Rolland Nikhila Ravi Quentin Duval Aaron B. Adcock Cheng-Yang Fu Melissa Hall Candace Ross VLM EGVM 21 36 0 31 Aug 2023
TorchQL: A Programming Framework for Integrity Constraints in Machine Learning Aaditya Naik Adam Stein Yinjun Wu Mayur Naik Eric Wong 30 3 0 13 Aug 2023
Bias Behind the Wheel: Fairness Analysis of Autonomous Driving Systems Xinyue Li Zhenpeng Chen Jie M. Zhang Federica Sarro Y. Zhang Xuanzhe Liu 12 4 0 05 Aug 2023
ICON $^2$ : Reliably Benchmarking Predictive Inequity in Object Detection Sruthi Sudhakar Viraj Prabhu Olga Russakovsky Judy Hoffman 27 2 0 07 Jun 2023
T2IAT: Measuring Valence and Stereotypical Biases in Text-to-Image Generation Jialu Wang Xinyue Liu Zonglin Di Y. Liu Xin Eric Wang 16 32 0 01 Jun 2023
Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark Datasets Teanna Barrett Quan Ze Chen Amy X. Zhang 29 13 0 15 May 2023
Model-Agnostic Gender Debiased Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia FaML 22 18 0 07 Apr 2023
Uncurated Image-Text Datasets: Shedding Light on Demographic Bias Noa Garcia Yusuke Hirota Yankun Wu Yuta Nakashima EGVM 33 51 0 06 Apr 2023
Variation of Gender Biases in Visual Recognition Models Before and After Finetuning Jaspreet Ranjit Tianlu Wang Baishakhi Ray Vicente Ordonez 31 2 0 14 Mar 2023
APE: An Open and Shared Annotated Dataset for Learning Urban Pedestrian Path Networks Yuxiang Zhang N. Bolten Sachin Mehta A. Caspi 14 2 0 04 Mar 2023
On Comparing Fair Classifiers under Data Bias Mohit Sharma Amit Deshpande R. Shah 27 2 0 12 Feb 2023
Mitigating Bias in Visual Transformers via Targeted Alignment Sruthi Sudhakar Viraj Prabhu Arvindkumar Krishnakumar Judy Hoffman 20 8 0 08 Feb 2023
Ethical Considerations for Responsible Data Curation Jerone T. A. Andrews Dora Zhao William Thong Apostolos Modas Orestis Papakyriakopoulos Alice Xiang 17 19 0 07 Feb 2023
Fairness-aware Vision Transformer via Debiased Self-Attention Yao Qiang Chengyin Li Prashant Khanduri D. Zhu ViT 64 8 0 31 Jan 2023
Uncertainty Quantification for Local Model Explanations Without Model Access Surin Ahn J. Grana Yafet Tamene Kristian Holsheimer FAtt 21 0 0 13 Jan 2023
Simplicity Bias Leads to Amplified Performance Disparities Samuel J. Bell Levent Sagun 19 12 0 13 Dec 2022
MMD-B-Fair: Learning Fair Representations with Statistical Testing Namrata Deka Danica J. Sutherland 15 6 0 15 Nov 2022
Casual Conversations v2: Designing a large consent-driven dataset to measure algorithmic bias and robustness C. Hazirbas Yejin Bang Tiezheng Yu Parisa Assar Bilal Porgali ... Jacqueline Pan Emily McReynolds Miranda Bogen Pascale Fung Cristian Canton Ferrer 27 8 0 10 Nov 2022
Men Also Do Laundry: Multi-Attribute Bias Amplification Dora Zhao Jerone T. A. Andrews Alice Xiang FaML 28 20 0 21 Oct 2022
Learning Certifiably Robust Controllers Using Fragile Perception Dawei Sun N. Musavi Geir Dullerud Sanjay Shakkottai Sayan Mitra 15 1 0 22 Sep 2022
Robots Enact Malignant Stereotypes Andrew Hundt William Agnew V. Zeng Severin Kacianka Matthew C. Gombolay LM&Ro 30 41 0 23 Jul 2022
Fairness and Bias in Robot Learning Laura Londoño Juana Valeria Hurtado Nora Hertz P. Kellmeyer S. Voeneky Abhinav Valada FaML 21 9 0 07 Jul 2022
How Robust is Your Fairness? Evaluating and Sustaining Fairness under Unseen Distribution Shifts Haotao Wang Junyuan Hong Jiayu Zhou Zhangyang Wang OOD 53 11 0 04 Jul 2022
American == White in Multimodal Language-and-Image AI Robert Wolfe Aylin Caliskan VLM 27 46 0 01 Jul 2022
Measuring Representational Harms in Image Captioning Angelina Wang Solon Barocas Kristen Laird Hanna M. Wallach 19 51 0 14 Jun 2022
How does overparametrization affect performance on minority groups? Subha Maity Saptarshi Roy Songkai Xue Mikhail Yurochkin Yuekai Sun 19 3 0 07 Jun 2022
Markedness in Visual Semantic AI Robert Wolfe Aylin Caliskan VLM 22 35 0 23 May 2022
Evidence for Hypodescent in Visual Semantic AI Robert Wolfe M. Banaji Aylin Caliskan VLM 25 36 0 22 May 2022
Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation Haiwen Feng Timo Bolkart J. Tesch Michael J. Black Victoria Fernandez-Abrevaya 19 39 0 08 May 2022
Quantifying Societal Bias Amplification in Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia 19 49 0 29 Mar 2022