Characterizing Bias in Classifiers using Generative Models

30 May 2019

Papers citing "Characterizing Bias in Classifiers using Generative Models"

26 / 26 papers shown

Title
Survey of Bias In Text-to-Image Generation: Definition, Evaluation, and Mitigation Yixin Wan Arjun Subramonian Anaelia Ovalle Zongyu Lin Ashima Suvarna Christina Chance Hritik Bansal Rebecca Pattichis Kai-Wei Chang EGVM 45 27 0 01 Apr 2024
Identifying and Improving Disability Bias in GPT-Based Resume Screening Kate Glazko Yusuf Mohammed Ben Kosa Venkatesh Potluri Jennifer Mankoff 21 22 0 28 Jan 2024
Quality-Diversity Generative Sampling for Learning with Synthetic Data Allen Chang Matthew C. Fontaine Serena Booth Maja J. Matarić S. Nikolaidis 37 1 0 22 Dec 2023
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data B. V. Breugel Nabeel Seedat F. Imrie M. Schaar SyDa 24 19 0 25 Oct 2023
Survey of Social Bias in Vision-Language Models Nayeon Lee Yejin Bang Holy Lovenia Samuel Cahyawijaya Wenliang Dai Pascale Fung VLM 36 16 0 24 Sep 2023
Improving Out-of-Distribution Robustness of Classifiers via Generative Interpolation Haoyue Bai Ceyuan Yang Yinghao Xu Shueng-Han Gary Chan Bolei Zhou OODD 12 3 0 23 Jul 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
Synthetic Data in Healthcare Daniel J. McDuff Theodore R. Curran A. Kadambi MedIm SyDa 55 17 0 06 Apr 2023
Motion Matters: Neural Motion Transfer for Better Camera Physiological Measurement Akshay Paruchuri Xin Liu Yulu Pan Shwetak N. Patel Daniel J. McDuff Soumyadip Sengupta 23 5 0 21 Mar 2023
Uncovering Bias in Face Generation Models Cristian Muñoz Sara Zannone U. Mohammed Adriano Soares Koshiyama CVBM 16 5 0 22 Feb 2023
Denoising after Entropy-based Debiasing A Robust Training Method for Dataset Bias with Noisy Labels Sumyeong Ahn Se-Young Yun NoLa 19 2 0 01 Dec 2022
ET-AL: Entropy-Targeted Active Learning for Bias Mitigation in Materials Data Hengrui Zhang Wei Chen J. Rondinelli Wei-Neng Chen AI4CE 19 17 0 15 Nov 2022
On Biased Behavior of GANs for Face Verification Sasikanth Kotti Mayank Vatsa Richa Singh CVBM 22 1 0 27 Aug 2022
Enhancing Fairness of Visual Attribute Predictors Tobias Hanel Nishant Kumar D. Schlesinger Meng Li Erdem Unal Abouzar Eslami Stefan Gumhold 6 2 0 07 Jul 2022
Mitigating Dataset Bias by Using Per-sample Gradient Sumyeong Ahn Seongyoon Kim Se-Young Yun 43 20 0 31 May 2022
FairStyle: Debiasing StyleGAN2 with Style Channel Manipulations Cemre Karakas Alara Dirik Eylül Yalçınkaya Pinar Yanardag 17 29 0 13 Feb 2022
Anatomizing Bias in Facial Analysis Richa Singh P. Majumdar S. Mittal Mayank Vatsa CVBM 33 23 0 13 Dec 2021
Camera Measurement of Physiological Vital Signs Daniel J. McDuff 15 117 0 22 Nov 2021
Evaluation of Human and Machine Face Detection using a Novel Distinctive Human Appearance Dataset Necdet Gurkan Jordan W. Suchow CVBM 12 3 0 01 Nov 2021
Synthetic Data for Multi-Parameter Camera-Based Physiological Sensing Daniel J. McDuff Xin Liu Javier Hernández Erroll Wood T. Baltrušaitis 25 14 0 10 Oct 2021
Improving the Fairness of Deep Generative Models without Retraining Shuhan Tan Yujun Shen Bolei Zhou 175 59 0 09 Dec 2020
Does the dataset meet your expectations? Explaining sample representation in image data Dhasarathy Parthasarathy Anton Johansson 14 0 0 06 Dec 2020
Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals Saloni Dash V. Balasubramanian Amit Sharma CML 19 64 0 17 Sep 2020
Gender Slopes: Counterfactual Fairness for Computer Vision Models by Attribute Manipulation Jungseock Joo Kimmo Karkkainen 10 47 0 21 May 2020
Exploring Racial Bias within Face Recognition via per-subject Adversarially-Enabled Data Augmentation Seyma Yucer S. Akçay Noura Al-Moubayed T. Breckon 6 61 0 19 Apr 2020
Artificial mental phenomena: Psychophysics as a framework to detect perception biases in AI models Lizhen Liang Daniel Ernesto Acuna 8 13 0 15 Dec 2019