BiaSwap: Removing dataset bias with bias-tailored swapping augmentation

IEEE International Conference on Computer Vision (ICCV), 2021

23 August 2021

Papers citing "BiaSwap: Removing dataset bias with bias-tailored swapping augmentation"

50 / 64 papers shown

Title
BLADE: Bias-Linked Adaptive DEbiasing Piyush Arora Navlika Singh Vasubhya Diwan Pratik Mazumder 72 0 0 05 Oct 2025
Controllable Feature Whitening for Hyperparameter-Free Bias Mitigation Yooshin Cho Hanbyel Cho Janghyeon Lee H. Hong Jaesung Ahn Junmo Kim 96 0 0 27 Jul 2025
CO-VADA: A Confidence-Oriented Voice Augmentation Debiasing Approach for Fair Speech Emotion Recognition Y. Tsai Yi-Cheng Lin Huang-Cheng Chou Hung-yi Lee CML 301 0 0 06 Jun 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
Project-Probe-Aggregate: Efficient Fine-Tuning for Group RobustnessComputer Vision and Pattern Recognition (CVPR), 2025 B. Zhu Jiequan Cui Haiqi Zhang Chi Zhang 327 2 0 12 Mar 2025
CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement Chenrui Ma Rongchang Zhao Xi Xiao Hongyang Xie Tianyang Wang 272 5 0 11 Mar 2025
Diffusing DeBias: Synthetic Bias Amplification for Model Debiasing Massimiliano Ciranni Vito Paolo Pastore Roberto Di Via Enzo Tartaglione Francesca Odone Vittorio Murino DiffM 383 0 0 13 Feb 2025
Debiasing Classifiers by Amplifying Bias with Latent Diffusion and Large Language ModelsACM Symposium on Applied Computing (SAC), 2024 Donggeun Ko Dongjun Lee Namjun Park Wonkyeong Shim Jaekwang Kim DiffM 186 0 0 25 Nov 2024
Mitigating Spurious Correlations via Disagreement ProbabilityNeural Information Processing Systems (NeurIPS), 2024 Hyeonggeun Han Sehwan Kim Hyungjun Joo Sangwoo Hong Jungwoo Lee 452 4 0 04 Nov 2024
Debiasify: Self-Distillation for Unsupervised Bias MitigationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Nourhan Bayasi Jamil Fayyad Ghassan Hamarneh Rafeef Garbi Homayoun Najjaran 317 1 0 01 Nov 2024
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
Saliency-Based diversity and fairness Metric and FaceKeepOriginalAugment: A Novel Approach for Enhancing Fairness and Diversity Teerath Kumar Alessandra Mileo Malika Bendechache 201 0 0 29 Oct 2024
CosFairNet:A Parameter-Space based Approach for Bias Free LearningBritish Machine Vision Conference (BMVC), 2024 Rajeev Ranjan Dwivedi Priyadarshini Kumari Vinod K Kurmi 131 1 0 19 Oct 2024
FaceSaliencyAug: Mitigating Geographic, Gender and Stereotypical Biases via Saliency-Based Data AugmentationSignal, Image and Video Processing (SIVP), 2024 Teerath Kumar Alessandra Mileo Malika Bendechache CVBM 234 1 0 17 Oct 2024
Improving Robustness to Multiple Spurious Correlations by Multi-Objective OptimizationInternational Conference on Machine Learning (ICML), 2024 Nayeong Kim Juwon Kang Sungsoo Ahn Jungseul Ok Suha Kwak 196 5 0 05 Sep 2024
Say My Name: a Model's Bias Discovery Framework Massimiliano Ciranni Luca Molinaro C. Barbano Attilio Fiandrotti Vittorio Murino Vito Paolo Pastore Enzo Tartaglione 196 4 0 18 Aug 2024
Model Debiasing by Learnable Data Augmentation Pietro Morerio R. Ragonesi Vittorio Murino 177 1 0 09 Aug 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Boddeti 309 11 0 05 Aug 2024
Towards Real-world Debiasing: Rethinking Evaluation, Challenge, and Solution Peng Kuang Zhibo Wang Zhixuan Chu Jingyi Wang Kui Ren CML 260 0 0 24 May 2024
Enhancing Intrinsic Features for Debiasing via Investigating Class-Discerning Common Attributes in Bias-Contrastive Pair Jeonghoon Park Chaeyeon Chung Juyoung Lee Jaegul Choo 160 4 0 30 Apr 2024
DeNetDM: Debiasing by Network Depth Modulation Silpa Vadakkeeveetil Sreelatha Adarsh Kappiyath Anjan Dutta 177 5 1 28 Mar 2024
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks Jinyung Hong Eunyeong Jeon Changhoon Kim Keun Hee Park Utkarsh Nath Yezhou Yang Pavan Turaga Theodore P. Pavlic CML 178 0 0 21 Mar 2024
Complexity Matters: Dynamics of Feature Learning in the Presence of Spurious Correlations GuanWen Qiu Da Kuang Surbhi Goel 372 11 0 05 Mar 2024
Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation Fahimeh Hosseini Noohdani Parsa Hosseini Aryan Yazdan Parast Hamidreza Yaghoubi Araghi M. Baghshah CoGe OOD 193 16 0 29 Feb 2024
Unsupervised Concept Discovery Mitigates Spurious Correlations Md Rifat Arefin Yan Zhang A. Baratin Francesco Locatello Irina Rish Dianbo Liu Kenji Kawaguchi 185 8 0 20 Feb 2024
Revisiting the Dataset Bias Problem from a Statistical PerspectiveEuropean Conference on Artificial Intelligence (ECAI), 2024 Kien Do D. Nguyen Hung Le T. Le Dang Nguyen Haripriya Harikumar T. Tran Santu Rana Svetha Venkatesh 136 0 0 05 Feb 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
Medical Image Debiasing by Learning Adaptive Agreement from a Biased Council Luyang Luo Xin Huang Minghao Wang Zhuoyue Wan Hao Chen 204 2 0 22 Jan 2024
Marginal Debiased Network for Fair Visual RecognitionPattern Recognition (Pattern Recogn.), 2024 Mei Wang Weihong Deng Sen Su 240 1 0 04 Jan 2024
Weakly Supervised Open-Vocabulary Object Detection Jianghang Lin Chunjiang Ge Bingquan Wang Shaohui Lin Ke Li Liujuan Cao WSOD 245 15 0 19 Dec 2023
Hybrid Sample Synthesis-based Debiasing of Classifier in Limited Data SettingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Piyush Arora Pratik Mazumder 238 2 0 13 Dec 2023
Artificial Neural Nets and the Representation of Human Concepts Timo Freiesleben NAI 239 4 0 08 Dec 2023
REST: Enhancing Group Robustness in DNNs through Reweighted Sparse Training Jiaxu Zhao Lu Yin Shiwei Liu Meng Fang Mykola Pechenizkiy 203 4 0 05 Dec 2023
Concept Distillation: Leveraging Human-Centered Explanations for Model ImprovementNeural Information Processing Systems (NeurIPS), 2023 Avani Gupta Saurabh Saini P. J. Narayanan 185 12 0 26 Nov 2023
SABAF: Removing Strong Attribute Bias from Neural Networks with Adversarial Filtering Jiazhi Li Mahyar Khayatkhoei Jiageng Zhu Hanchen Xie Mohamed E. Hussein Wael AbdAlmageed 165 3 0 13 Nov 2023
AI-based association analysis for medical imaging using latent-space geometric confounder correction Xianjing Liu Yue Liu Meike W. Vernooij E. Wolvius Gennady V. Roshchupkin Esther E. Bron MedIm 249 2 0 03 Oct 2023
Towards Last-layer Retraining for Group Robustness with Fewer AnnotationsNeural Information Processing Systems (NeurIPS), 2023 Tyler LaBonte Vidya Muthukumar Abhishek Kumar 329 54 0 15 Sep 2023
Partition-and-Debias: Agnostic Biases Mitigation via A Mixture of Biases-Specific ExpertsIEEE International Conference on Computer Vision (ICCV), 2023 Jiaxuan Li D. Vo Hideki Nakayama 217 4 0 19 Aug 2023
Signal Is Harder To Learn Than Bias: Debiasing with Focal Loss Moritz Vandenhirtz Laura Manduchi Ricards Marcinkevics Julia E. Vogt 130 3 0 31 May 2023
Few-shot Adaptation to Distribution Shifts By Mixing Source and Target EmbeddingsInternational Conference on Machine Learning (ICML), 2023 Yihao Xue Ali Payani Yu Yang Baharan Mirzasoleiman VLM 162 4 0 23 May 2023
Using Positive Matching Contrastive Loss with Facial Action Units to mitigate bias in Facial Expression RecognitionAffective Computing and Intelligent Interaction (ACII), 2022 Varsha Suresh Desmond C. Ong FaML CVBM 122 6 0 08 Mar 2023
Delving into Identify-Emphasize Paradigm for Combating Unknown BiasInternational Journal of Computer Vision (IJCV), 2023 Bowen Zhao Chen Chen Qian-Wei Wang Anfeng He Shutao Xia 164 1 0 22 Feb 2023
Fairness-aware Vision Transformer via Debiased Self-AttentionEuropean Conference on Computer Vision (ECCV), 2023 Yao Qiang Chengyin Li Prashant Khanduri D. Zhu ViT 236 10 0 31 Jan 2023
Overcoming Simplicity Bias in Deep Networks using a Feature SieveInternational Conference on Machine Learning (ICML), 2023 Rishabh Tiwari Pradeep Shenoy 338 28 0 30 Jan 2023
Look Beyond Bias with Entropic Adversarial Data AugmentationInternational Conference on Pattern Recognition (ICPR), 2022 Thomas Duboudin Emmanuel Dellandrea Corentin Abgrall Gilles Hénaff Liming Chen CML 159 4 0 10 Jan 2023
A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies OthersComputer Vision and Pattern Recognition (CVPR), 2022 Zhiheng Li Ivan Evtimov Albert Gordo C. Hazirbas Tal Hassner Cristian Canton Ferrer Chenliang Xu Mark Ibrahim 175 94 0 09 Dec 2022
Avoiding spurious correlations via logit correctionInternational Conference on Learning Representations (ICLR), 2022 Sheng Liu Xu Zhang Nitesh Sekhar Yue Wu Prateek Singhal C. Fernandez‐Granda 206 38 0 02 Dec 2022
Denoising after Entropy-based Debiasing A Robust Training Method for Dataset Bias with Noisy LabelsAAAI Conference on Artificial Intelligence (AAAI), 2022 Sumyeong Ahn Se-Young Yun NoLa 169 2 0 01 Dec 2022
SelecMix: Debiased Learning by Contradicting-pair SamplingNeural Information Processing Systems (NeurIPS), 2022 Inwoo Hwang Sangjun Lee Yunhyeok Kwak Seong Joon Oh Damien Teney Jin-Hwa Kim Byoung-Tak Zhang OOD 589 35 0 04 Nov 2022
Self-supervised debiasing using low rank regularizationComputer Vision and Pattern Recognition (CVPR), 2022 Geon Yeong Park Chanyong Jung Sangmin Lee Jong Chul Ye Sang Wan Lee CML SSL 266 5 0 11 Oct 2022