Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings

6 September 2018

Papers citing "Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings"

50 / 55 papers shown

Title
Rethinking Fair Representation Learning for Performance-Sensitive Tasks Charles Jones Fabio De Sousa Ribeiro Mélanie Roschewitz Daniel Coelho De Castro Ben Glocker FaML OOD CML 148 1 0 05 Oct 2024
Language-guided Detection and Mitigation of Unknown Dataset Bias Zaiying Zhao Soichiro Kumano Toshihiko Yamasaki 50 2 0 05 Jun 2024
Partition-and-Debias: Agnostic Biases Mitigation via A Mixture of Biases-Specific Experts Jiaxuan Li D. Vo Hideki Nakayama 26 3 0 19 Aug 2023
No Fair Lunch: A Causal Perspective on Dataset Bias in Machine Learning for Medical Imaging Charles Jones Daniel Coelho De Castro Fabio De Sousa Ribeiro Ozan Oktay Melissa McCradden Ben Glocker FaML CML 51 9 0 31 Jul 2023
FLAC: Fairness-Aware Representation Learning by Suppressing Attribute-Class Associations Ioannis Sarridis C. Koutlis Symeon Papadopoulos Christos Diou 42 9 0 27 Apr 2023
Gradient Attention Balance Network: Mitigating Face Recognition Racial Bias via Gradient Attention Linzhi Huang Mei Wang Jiahao Liang Weihong Deng Hongzhi Shi Dongchao Wen Yingjie Zhang Jian Zhao CVBM 37 7 0 05 Apr 2023
Implicit Visual Bias Mitigation by Posterior Estimate Sharpening of a Bayesian Neural Network Rebecca S Stone Nishant Ravikumar A. Bulpitt David C. Hogg BDL 38 0 0 29 Mar 2023
UnbiasedNets: A Dataset Diversification Framework for Robustness Bias Alleviation in Neural Networks Mahum Naseer B. Prabakaran Osman Hasan Mohamed Bennai 24 7 0 24 Feb 2023
Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-based Recruitment Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez Alfonso Ortega Ainhoa Herrarte Manuel Alcántara J. Ortega-Garcia FaML 25 35 0 13 Feb 2023
Debiasing Vision-Language Models via Biased Prompts Ching-Yao Chuang Varun Jampani Yuanzhen Li Antonio Torralba Stefanie Jegelka VLM 34 97 0 31 Jan 2023
Fairly Private: Investigating The Fairness of Visual Privacy Preservation Algorithms Sophie Noiret Siddharth Ravi M. Kampel Francisco Flórez-Revuelta PICV 14 1 0 12 Jan 2023
Denoising after Entropy-based Debiasing A Robust Training Method for Dataset Bias with Noisy Labels Sumyeong Ahn Se-Young Yun NoLa 33 2 0 01 Dec 2022
NashAE: Disentangling Representations through Adversarial Covariance Minimization Eric C. Yeats Frank Liu David A. P. Womble Hai Helen Li CML 40 10 0 21 Sep 2022
CAT: Controllable Attribute Translation for Fair Facial Attribute Classification Jiazhi Li Wael AbdAlmageed CVBM 31 8 0 14 Sep 2022
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 27 21 0 22 Aug 2022
FairGRAPE: Fairness-aware GRAdient Pruning mEthod for Face Attribute Classification Xiao-Ze Lin Seungbae Kim Jungseock Joo CVBM 39 38 0 22 Jul 2022
DeepTechnome: Mitigating Unknown Bias in Deep Learning Based Assessment of CT Images S. Langer O. Taubmann Felix Denzinger Andreas Maier Alexander Muhlberg MedIm 11 1 0 26 May 2022
Unsupervised Learning of Unbiased Visual Representations C. Barbano Enzo Tartaglione Marco Grangetto SSL CML OOD 39 1 0 26 Apr 2022
Neural Contrastive Clustering: Fully Unsupervised Bias Reduction for Sentiment Classification Jared Mowery SSL 33 0 0 22 Apr 2022
Machine Learning and Deep Learning -- A review for Ecologists Maximilian Pichler F. Hartig 47 127 0 11 Apr 2022
Quantifying Societal Bias Amplification in Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia 19 48 0 29 Mar 2022
Spatially Multi-conditional Image Generation Ritika Chakraborty Nikola Popovic D. Paudel Thomas Probst Luc Van Gool 24 1 0 25 Mar 2022
FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis Yawen Wu Dewen Zeng Xiaowei Xu Yiyu Shi Jingtong Hu MedIm 31 51 0 04 Mar 2022
Robustness and Adaptation to Hidden Factors of Variation William Paul Philippe Burlina 29 0 0 03 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 42 106 0 02 Mar 2022
Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification Peter J. Bevan Amir Atapour-Abarghouei 20 29 0 06 Feb 2022
The Box Size Confidence Bias Harms Your Object Detector Johannes Gilg Torben Teepe Fabian Herzog Gerhard Rigoll ObjD 21 4 0 03 Dec 2021
Algorithmic encoding of protected characteristics in image-based models for disease detection Ben Glocker Charles Jones Mélanie Bernhardt S. Winzeck 31 9 0 27 Oct 2021
Perceptual Score: What Data Modalities Does Your Model Perceive? Itai Gat Idan Schwartz Alex Schwing 36 30 0 27 Oct 2021
Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification P. Bevan Amir Atapour-Abarghouei MU 56 18 0 20 Sep 2021
IFBiD: Inference-Free Bias Detection Ignacio Serna Daniel DeAlcala Aythami Morales Julian Fierrez J. Ortega-Garcia CVBM 39 11 0 09 Sep 2021
Understanding and Mitigating Annotation Bias in Facial Expression Recognition Yunliang Chen Jungseock Joo CVBM 32 80 0 19 Aug 2021
Memes in the Wild: Assessing the Generalizability of the Hateful Memes Challenge Dataset Hannah Rose Kirk Yennie Jun Paulius Rauba Gal Wachtel Ruining Li Xingjian Bai Noah Broestl Martin Doff-Sotta Aleksandar Shtedritski Yuki M. Asano 24 25 0 09 Jul 2021
FairCal: Fairness Calibration for Face Verification Tiago Salvador Stephanie Cairns Vikram S. Voleti Noah Marshall Adam M. Oberman FaML 30 19 0 07 Jun 2021
Mixing-AdaSIN: Constructing a De-biased Dataset using Adaptive Structural Instance Normalization and Texture Mixing Myeongkyun Kang Philip Chikontwe Miguel Luna Kyung Soo Hong J. Ahn Sang Hyun Park MedIm 19 2 0 26 Mar 2021
EnD: Entangling and Disentangling deep representations for bias correction Enzo Tartaglione C. Barbano Marco Grangetto 26 123 0 02 Mar 2021
A Comprehensive Study on Face Recognition Biases Beyond Demographics Philipp Terhörst J. Kolf Marco Huber Florian Kirchbuchner Naser Damer Aythami Morales Julian Fierrez Arjan Kuijper 31 115 0 02 Mar 2021
Disentanglement for audio-visual emotion recognition using multitask setup Raghuveer Peri Srinivas Parthasarathy Charles Bradshaw Shiva Sundaram 31 11 0 11 Feb 2021
Investigating Bias and Fairness in Facial Expression Recognition Tian Xu J. White Sinan Kalkan Hatice Gunes CVBM 29 158 0 20 Jul 2020
Debiasing Skin Lesion Datasets and Models? Not So Fast Alceu Bissoto Eduardo Valle Sandra Avila 21 54 0 23 Apr 2020
Cross-ethnicity Face Anti-spoofing Recognition Challenge: A Review Ajian Liu Xuan Li Jun Wan Sergio Escalera Hugo Jair Escalante ... Qiaoning Yuan Ruikun Yang Benjia Zhou G. Guo Stan Z. Li CVBM 35 76 0 23 Apr 2020
SensitiveLoss: Improving Accuracy and Fairness of Face Representations with Discrimination-Aware Deep Learning Ignacio Serna Aythami Morales Julian Fierrez Manuel Cebrian Nick Obradovich Iyad Rahwan FaML CVBM 30 73 0 22 Apr 2020
Bias in Multimodal AI: Testbed for Fair Automatic Recruitment Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez 30 56 0 15 Apr 2020
InsideBias: Measuring Bias in Deep Networks and Application to Face Gender Biometrics Ignacio Serna Alejandro Peña Aythami Morales Julian Fierrez CVBM 22 61 0 14 Apr 2020
Face Quality Estimation and Its Correlation to Demographic and Non-Demographic Bias in Face Recognition Philipp Terhörst J. Kolf Naser Damer Florian Kirchbuchner Arjan Kuijper CML CVBM 22 40 0 02 Apr 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 42 120 0 26 Mar 2020
Disentangled Speech Embeddings using Cross-modal Self-supervision Arsha Nagrani Joon Son Chung Samuel Albanie Andrew Zisserman SSL 21 88 0 20 Feb 2020
Post-Comparison Mitigation of Demographic Bias in Face Recognition Using Fair Score Normalization Philipp Terhörst J. Kolf Naser Damer Florian Kirchbuchner Arjan Kuijper 19 56 0 10 Feb 2020
On the Robustness of Face Recognition Algorithms Against Attacks and Bias Richa Singh Akshay Agarwal Maneet Singh Shruti Nagpal Mayank Vatsa CVBM AAML 54 65 0 07 Feb 2020
Revealing Neural Network Bias to Non-Experts Through Interactive Counterfactual Examples Chelsea M. Myers Evan Freed Luis Fernando Laris Pardo Anushay Furqan S. Risi Jichen Zhu CML 15 12 0 07 Jan 2020