A Survey on Bias in Visual Datasets

16 July 2021

Papers citing "A Survey on Bias in Visual Datasets"

50 / 63 papers shown

Title
A Comparative Analysis of Ethical and Safety Gaps in LLMs using Relative Danger Coefficient Yehor Tereshchenko Mika Hämäläinen ELM 43 1 0 06 May 2025
Enhancements for Developing a Comprehensive AI Fairness Assessment Standard Avinash Agarwal Mayashankar Kumar Manisha J Nene 120 0 0 10 Apr 2025
A Multimedia Analytics Model for the Foundation Model Era M. Worring Jan Zahálka Stef van den Elzen M. T. Fischer Daniel A. Keim VGen HAI 35 0 0 08 Apr 2025
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 39 0 0 25 Mar 2025
Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks Nina Shvetsova Arsha Nagrani Bernt Schiele Hilde Kuehne Christian Rupprecht 48 0 0 24 Mar 2025
Detecting Dataset Bias in Medical AI: A Generalized and Modality-Agnostic Auditing Framework Nathan G. Drenkow Mitchell Pavlak Keith Harrigian Ayah Zirikly Adarsh Subbaswamy Mathias Unberath MLAU 58 1 0 13 Mar 2025
ColFigPhotoAttnNet: Reliable Finger Photo Presentation Attack Detection Leveraging Window-Attention on Color Spaces Anudeep Vurity Emanuela Marasco Raghavendra Ramachandra Jongwoo Park AAML 41 1 0 07 Mar 2025
Biased Heritage: How Datasets Shape Models in Facial Expression Recognition Iris Dominguez-Catena D. Paternain M. Galar Marybeth Defrance Maarten Buyl Tijl De Bie 61 0 0 05 Mar 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 76 1 0 11 Feb 2025
FaceX: Understanding Face Attribute Classifiers through Summary Model Explanations Ioannis Sarridis C. Koutlis Symeon Papadopoulos Christos Diou CVBM 102 0 0 10 Dec 2024
Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification Alexandre Fournier-Montgieux Michael Soumm Adrian Daniel Popescu B. Luvison Hervé Le Borgne 72 0 0 04 Dec 2024
An Open API Architecture to Discover the Trustworthy Explanation of Cloud AI Services Zerui Wang Yan Liu Jun Huang 49 1 0 05 Nov 2024
Detecting Unforeseen Data Properties with Diffusion Autoencoder Embeddings using Spine MRI data Robert Graf Florian Hunecke Soeren Pohl Matan Atad Hendrik Moeller ... Thoralf Niendorf C. Schmidt Johannes C. Paetzold Daniel Rueckert Jan S. Kirschke MedIm 26 0 0 14 Oct 2024
Capturing Bias Diversity in LLMs Purva Prasad Gosavi Vaishnavi Murlidhar Kulkarni Alan F. Smeaton 26 0 0 09 Oct 2024
T2Vs Meet VLMs: A Scalable Multimodal Dataset for Visual Harmfulness Recognition Chen Yeh You-Ming Chang Wei-Chen Chiu Ning Yu 38 1 0 29 Sep 2024
Visual Data Diagnosis and Debiasing with Concept Graphs Rwiddhi Chakraborty Yinong Wang Jialu Gao Runkai Zheng Cheng Zhang Fernando De la Torre 32 2 0 26 Sep 2024
Efficient Bias Mitigation Without Privileged Information Mateo Espinosa Zarlenga Swami Sankaranarayanan Jerone T. A. Andrews Z. Shams M. Jamnik Alice Xiang 34 3 0 26 Sep 2024
Statistical Challenges with Dataset Construction: Why You Will Never Have Enough Images Josh Goldman John K. Tsotsos 35 1 0 20 Aug 2024
AEye: A Visualization Tool for Image Datasets Florian Grötschla Luca A. Lanzendörfer Marco Calzavara Roger Wattenhofer 19 1 0 07 Aug 2024
Machine Unlearning for Medical Imaging Reza Nasirigerdeh Nader Razmi Julia A. Schnabel Daniel Rueckert Georgios Kaissis OOD MU 17 1 0 10 Jul 2024
Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time Sanjoy Chowdhury Sayan Nag Subhrajyoti Dasgupta Jun Chen Mohamed Elhoseiny Ruohan Gao Dinesh Manocha VLM MLLM 34 9 0 01 Jul 2024
Leveraging Ontologies to Document Bias in Data Mayra Russo Maria-Esther Vidal 36 1 0 29 Jun 2024
Less can be more: representational vs. stereotypical gender bias in facial expression recognition Iris Dominguez-Catena D. Paternain A. Jurio M. Galar 34 4 0 25 Jun 2024
Toward Fairer Face Recognition Datasets Alexandre Fournier-Mongieux Michael Soumm Adrian Daniel Popescu B. Luvison Hervé Le Borgne 31 0 0 24 Jun 2024
Can the accuracy bias by facial hairstyle be reduced through balancing the training data? Kagan Öztürk Haiyu Wu Kevin W. Bowyer CVBM 25 3 0 30 May 2024
Sampling Strategies for Mitigating Bias in Face Synthesis Methods Emmanouil Maragkoudakis Symeon Papadopoulos Iraklis Varlamis Christos Diou CVBM 22 0 0 18 May 2024
Debiasing Machine Unlearning with Counterfactual Examples Ziheng Chen Jia Wang Jun Zhuang Abbavaram Gowtham Reddy Fabrizio Silvestri Jin Huang Kaushiki Nag Kun Kuang Xin Ning Gabriele Tolomei MU CML 27 3 0 24 Apr 2024
Would Deep Generative Models Amplify Bias in Future Models? Tianwei Chen Yusuke Hirota Mayu Otani Noa Garcia Yuta Nakashima 37 12 0 04 Apr 2024
Exploring the Impact of Dataset Bias on Dataset Distillation Yao Lu Jianyang Gu Xuguang Chen Saeed Vahidian Qi Xuan DD 38 3 0 24 Mar 2024
Visual Objectification in Films: Towards a New AI Task for Video Interpretation Julie Tores L. Sassatelli Hui-Yin Wu Clement Bergman Lea Andolfi ... F. Precioso Thierry Devars Magali Guaresi Virginie Julliard Sarah Lecossais 30 2 0 24 Jan 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
Limitations of Data-Driven Spectral Reconstruction -- Optics-Aware Analysis and Mitigation Qiang Fu Matheus Souza E. Choi Suhyun Shin Seung-Hwan Baek Wolfgang Heidrich 35 0 0 08 Jan 2024
DSAP: Analyzing Bias Through Demographic Comparison of Datasets Iris Dominguez-Catena D. Paternain M. Galar 35 4 0 22 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
X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning Artemis Panagopoulou Le Xue Ning Yu Junnan Li Dongxu Li Shafiq R. Joty Ran Xu Silvio Savarese Caiming Xiong Juan Carlos Niebles VLM MLLM 33 45 0 30 Nov 2023
SocialCounterfactuals: Probing and Mitigating Intersectional Social Biases in Vision-Language Models with Counterfactual Examples Phillip Howard Avinash Madasu Tiep Le Gustavo Lujan Moreno Anahita Bhiwandiwalla Vasudev Lal 45 16 0 30 Nov 2023
RK-core: An Established Methodology for Exploring the Hierarchical Structure within Datasets Yao Lu Yutian Huang Jiaqi Nie Zuohui Chen Qi Xuan 17 1 0 10 Oct 2023
Towards Fair Face Verification: An In-depth Analysis of Demographic Biases Ioannis Sarridis C. Koutlis Symeon Papadopoulos Christos Diou 11 9 0 19 Jul 2023
The Effects of Mixed Sample Data Augmentation are Class Dependent Haeil Lee Han S. Lee Junmo Kim 29 1 0 18 Jul 2023
FLAC: Fairness-Aware Representation Learning by Suppressing Attribute-Class Associations Ioannis Sarridis C. Koutlis Symeon Papadopoulos Christos Diou 35 9 0 27 Apr 2023
Metrics for Dataset Demographic Bias: A Case Study on Facial Expression Recognition Iris Dominguez-Catena D. Paternain M. Galar 23 10 0 28 Mar 2023
Continual Learning in the Presence of Spurious Correlation Donggyu Lee Sangwon Jung Taesup Moon CLL 20 2 0 21 Mar 2023
Beyond Demographic Parity: Redefining Equal Treatment Carlos Mougan Laura State Antonio Ferrara Salvatore Ruggieri Steffen Staab FaML 28 1 0 14 Mar 2023
Towards Unbounded Machine Unlearning M. Kurmanji Peter Triantafillou Jamie Hayes Eleni Triantafillou MU 17 122 0 20 Feb 2023
Multi-dimensional discrimination in Law and Machine Learning -- A comparative overview Arjun Roy J. Horstmann Eirini Ntoutsi FaML 13 20 0 12 Feb 2023
An investigation of challenges encountered when specifying training data and runtime monitors for safety critical ML applications Hans-Martin Heyn E. Knauss Iswarya Malleswaran Shruthi Dinakaran 30 4 0 31 Jan 2023
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities Melissa Hall Laura Gustafson Aaron B. Adcock Ishan Misra Candace Ross VLM 32 22 0 26 Jan 2023
Look Beyond Bias with Entropic Adversarial Data Augmentation Thomas Duboudin Emmanuel Dellandréa Corentin Abgrall Gilles Hénaff Liming Luke Chen CML 27 4 0 10 Jan 2023
Accuracy and Fidelity Comparison of Luna and DALL-E 2 Diffusion-Based Image Generation Systems Michael Cahyadi M. Rafi William Shan Jurike V. Moniaga Henry Lucky 19 4 0 05 Jan 2023
Diagnostics for Deep Neural Networks with Automated Copy/Paste Attacks Stephen Casper K. Hariharan Dylan Hadfield-Menell AAML 18 11 0 18 Nov 2022