UDIS: Unsupervised Discovery of Bias in Deep Visual Recognition Models

British Machine Vision Conference (BMVC), 2021

29 October 2021

Arvindkumar Krishnakumar

Papers citing "UDIS: Unsupervised Discovery of Bias in Deep Visual Recognition Models"

23 / 23 papers shown

Title
Latent Feature Alignment: Discovering Biased and Interpretable Subpopulations in Face Recognition Models Ignacio Serna CVBM 97 0 0 17 Oct 2025
Subgroups Matter for Robust Bias Mitigation A. Alloula Charles Jones Ben Glocker Bartłomiej W. Papież 337 1 0 27 May 2025
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 257 3 0 06 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 277 2 0 29 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 249 1 0 25 Mar 2025
Auditing a Dutch Public Sector Risk Profiling Algorithm Using an Unsupervised Bias Detection Tool Floris Holstege Mackenzie Jorgensen Kirtan Padh Jurriaan Parie Joel Persson Krsto Prorokovic Lukas Snoek 322 1 0 03 Feb 2025
Effective Guidance for Model Attention with Simple Yes-no AnnotationsBigData Congress [Services Society] (BSS), 2024 Seongmin Lee Ali Payani Duen Horng Chau FAtt 284 0 0 29 Oct 2024
ViG-Bias: Visually Grounded Bias Discovery and Mitigation Badr-Eddine Marani Mohamed Hanini Nihitha Malayarukil Stergios Christodoulidis Maria Vakalopoulou Enzo Ferrante 173 1 0 02 Jul 2024
Configurable Fairness: Direct Optimization of Parity Metrics via Vision-Language Models Miao Zhang R. Chunara VLM 120 1 0 15 Mar 2024
Common-Sense Bias Modeling for Classification TasksAAAI Conference on Artificial Intelligence (AAAI), 2024 Miao Zhang Zee fryer Ben Colman Ali Shahriyari Gaurav Bharaj 396 0 0 24 Jan 2024
AttributionScanner: A Visual Analytics System for Model Validation with Metadata-Free Slice FindingIEEE Transactions on Visualization and Computer Graphics (TVCG), 2024 Xiwei Xuan Jorge Henrique Piazentin Ono Liang Gou Kwan-Liu Ma Liu Ren 204 7 0 12 Jan 2024
Language-assisted Vision Model Debugger: A Sample-Free Approach to Finding and Fixing Bugs Chaoquan Jiang Jinqiang Wang Rui Hu Jitao Sang 125 0 0 09 Dec 2023
FACTS: First Amplify Correlations and Then Slice to Discover BiasIEEE International Conference on Computer Vision (ICCV), 2023 Sriram Yenamandra Baifeng Shi Trevor Darrell Judy Hoffman CML 140 31 0 29 Sep 2023
Unsupervised bias discovery in medical image segmentation Nicolás Gaggion Rodrigo Echeveste Lucas Mansilla Diego H. Milone Enzo Ferrante 133 1 0 01 Sep 2023
ICON $^2$ : Reliably Benchmarking Predictive Inequity in Object Detection Sruthi Sudhakar Viraj Prabhu Olga Russakovsky Judy Hoffman 104 2 0 07 Jun 2023
Multimodal Composite Association Score: Measuring Gender Bias in Generative Multimodal Models Abhishek Mandal Susan Leavy Suzanne Little EGVM 202 24 0 26 Apr 2023
Angler: Helping Machine Translation Practitioners Prioritize Model ImprovementsInternational Conference on Human Factors in Computing Systems (CHI), 2023 Samantha Robertson Zijie J. Wang Dominik Moritz Mary Beth Kery Fred Hohman 217 20 0 12 Apr 2023
A View From Somewhere: Human-Centric Face RepresentationsInternational Conference on Learning Representations (ICLR), 2023 Jerone T. A. Andrews Przemyslaw K. Joniak Alice Xiang CVBM 147 11 0 30 Mar 2023
Discovering and Mitigating Visual Biases through Keyword ExplanationComputer Vision and Pattern Recognition (CVPR), 2023 Younghyun Kim Sangwoo Mo Minkyu Kim Kyungmin Lee Jaeho Lee Jinwoo Shin 399 46 0 26 Jan 2023
Information Removal at the bottleneck in Deep Neural NetworksBritish Machine Vision Conference (BMVC), 2022 Enzo Tartaglione 150 2 0 30 Sep 2022
Discover and Mitigate Unknown Biases with Debiasing Alternate NetworksEuropean Conference on Computer Vision (ECCV), 2022 Zhiheng Li A. Hoogs Chenliang Xu 175 63 0 20 Jul 2022
Mitigating Dataset Bias by Using Per-sample GradientInternational Conference on Learning Representations (ICLR), 2022 Sumyeong Ahn Seongyoon Kim Se-Young Yun 244 26 0 31 May 2022
VisCUIT: Visual Auditor for Bias in CNN Image ClassifierComputer Vision and Pattern Recognition (CVPR), 2022 Seongmin Lee Zijie J. Wang Judy Hoffman Duen Horng Chau 159 11 0 12 Apr 2022