Fair Contrastive Learning for Facial Attribute Classification

30 March 2022

Papers citing "Fair Contrastive Learning for Facial Attribute Classification"

50 / 52 papers shown

Title
Expert-Like Reparameterization of Heterogeneous Pyramid Receptive Fields in Efficient CNNs for Fair Medical Image Classification Xiao Wu Xiaoqing Zhang Zunjie Xiao Lingxi Hu Risa Higashita Jiang Liu 22 0 0 19 May 2025
Fair Sufficient Representation Learning Xueyu Zhou Chun Yin IP Jian Huang FaML 57 0 0 29 Mar 2025
Group-robust Machine Unlearning Thomas De Min Subhankar Roy Stéphane Lathuilière Elisa Ricci Massimiliano Mancini MU OOD 82 0 0 12 Mar 2025
Debiased Prompt Tuning in Vision-Language Model without Annotations Chaoquan Jiang Yunfan Yang Rui Hu Jitao Sang VLM 62 0 0 11 Mar 2025
Do Fairness Interventions Come at the Cost of Privacy: Evaluations for Binary Classifiers Huan Tian Guangsheng Zhang Bo Liu Tianqing Zhu Ming Ding Wanlei Zhou 58 0 0 08 Mar 2025
AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic Data Zengqun Zhao Ziquan Liu Yu Cao Shaogang Gong Ioannis Patras 58 0 0 07 Mar 2025
Demographic Variability in Face Image Quality Measures Wassim Kabbani Kiran Raja Raghavendra Ramachandra C. Busch CVBM 63 0 0 14 Jan 2025
Constructing Fair Latent Space for Intersection of Fairness and Explainability Hyungjun Joo Hyeonggeun Han Sehwan Kim Sangwoo Hong Jungwoo Lee 47 0 0 23 Dec 2024
Bridging Fairness Gaps: A (Conditional) Distance Covariance Perspective in Fairness Learning Ruifan Huang Haixia Liu FedML FaML 71 0 0 01 Dec 2024
Improving Bias in Facial Attribute Classification: A Combined Impact of KL Divergence induced Loss Function and Dual Attention Shweta Patel Dakshina Ranjan Kisku FaML 23 0 0 15 Oct 2024
StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast Yu Wu Ting Dang Dimitris Spathis Hong Jia Cecilia Mascolo AI4TS 40 1 0 14 Oct 2024
Multi-Output Distributional Fairness via Post-Processing Gang Li Qihang Lin Ayush Ghosh Tianbao Yang 55 0 0 31 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 47 4 0 05 Aug 2024
FairViT: Fair Vision Transformer via Adaptive Masking Bowei Tian Ruijie Du Yanning Shen 40 1 0 20 Jul 2024
A Self-Supervised Learning Pipeline for Demographically Fair Facial Attribute Classification Sreeraj Ramachandran A. Rattani 37 1 0 14 Jul 2024
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Yu Tian Congcong Wen Min Shi Muhammad Muneeb Afzal Hao Huang Muhammad Osama Khan Yan Luo Yi Fang Mengyu Wang OOD 63 7 0 11 Jul 2024
Provable Optimization for Adversarial Fair Self-supervised Contrastive Learning Qi Qi Quanqi Hu Qihang Lin Tianbao Yang 52 1 0 09 Jun 2024
Single-loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions Quanqi Hu Qi Qi Zhaosong Lu Tianbao Yang 41 2 0 28 May 2024
CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning Hao Wu Jing Chen Ruiying Du Cong Wu Kun He Xingcan Shang Hao Ren Guowen Xu AAML 57 8 0 24 Apr 2024
Inference-Time Rule Eraser: Fair Recognition via Distilling and Removing Biased Rules Yi Zhang Dongyuan Lu Jitao Sang FaML 37 1 0 07 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 51 19 0 30 Mar 2024
FairCLIP: Harnessing Fairness in Vision-Language Learning Yan Luo Minfei Shi Muhammad Osama Khan Muhammad Muneeb Afzal Hao Huang ... Luo Song Ava Kouhana T. Elze Yi Fang Mengyu Wang VLM 47 32 0 29 Mar 2024
Distributionally Generative Augmentation for Fair Facial Attribute Classification Fengda Zhang Qianpei He Kun Kuang Jiashuo Liu Long Chen Chao-Xiang Wu Jun Xiao Hanwang Zhang CVBM 44 8 0 11 Mar 2024
Toward Fairness via Maximum Mean Discrepancy Regularization on Logits Space Hao-Wei Chung Ching-Hao Chiu Yu-Jen Chen Yiyu Shi Tsung-Yi Ho FaML 42 0 0 20 Feb 2024
Common-Sense Bias Modeling for Classification Tasks Miao Zhang Zee fryer Ben Colman Ali Shahriyari Gaurav Bharaj 35 0 0 24 Jan 2024
Achieve Fairness without Demographics for Dermatological Disease Diagnosis Ching-Hao Chiu Yu-Jen Chen Yawen Wu Yiyu Shi Tsung-Yi Ho 43 4 0 16 Jan 2024
A Large-Scale Empirical Study on Improving the Fairness of Image Classification Models Junjie Yang Jiajun Jiang Zeyu Sun Junjie Chen 31 2 0 08 Jan 2024
FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound Scaling Yu Tian Minfei Shi Yan Luo Ava Kouhana T. Elze Mengyu Wang 18 5 0 03 Nov 2023
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning Jiaqi Li Guilin Qi Chuanyi Zhang Yongrui Chen Yiming Tan Chenlong Xia Ye Tian 41 3 0 12 Oct 2023
Deep Concept Removal Yegor Klochkov Jean-François Ton Ruocheng Guo Yang Liu Hang Li 23 0 0 09 Oct 2023
Post-hoc Bias Scoring Is Optimal For Fair Classification Wenlong Chen Yegor Klochkov Yang Liu FaML 29 6 0 09 Oct 2023
FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis Raman Dutt Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales 29 14 0 08 Oct 2023
FaceGemma: Enhancing Image Captioning with Facial Attributes for Portrait Images Naimul Haque Iffat Labiba Sadia Akter 3DH CVBM 21 1 0 24 Sep 2023
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task Learning Jia Luo Peng Keng Wei Chang Shang-Hong Lai 21 2 0 19 Sep 2023
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color William Thong Przemyslaw K. Joniak Alice Xiang 35 19 0 10 Sep 2023
Benign Shortcut for Debiasing: Fair Visual Recognition via Intervention with Shortcut Features Yi Zhang Jitao Sang Junyan Wang D. Jiang Yaowei Wang 21 5 0 13 Aug 2023
Harvard Glaucoma Fairness: A Retinal Nerve Disease Dataset for Fairness Learning and Fair Identity Normalization Yan Luo Yu Tian Minfei Shi Louis R. Pasquale Lucy Q. Shen Nazlee Zebardast T. Elze Mengyu Wang 39 18 0 15 Jun 2023
Improving Identity-Robustness for Face Models Q. Qi Shervin Ardeshir CVBM OOD 30 3 0 07 Apr 2023
Fairness meets Cross-Domain Learning: a new perspective on Models and Metrics Leonardo Iurada S. Bucci Timothy M. Hospedales Tatiana Tommasi 32 0 0 25 Mar 2023
Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play J. Liu Krishnamurthy Dvijotham Jihyeon Janel Lee Quan Yuan Martin Strobel Balaji Lakshminarayanan Deepak Ramachandran 25 5 0 11 Feb 2023
Source-free Subject Adaptation for EEG-based Visual Recognition Pilhyeon Lee Seogkyu Jeon Sunhee Hwang Minjung Shin H. Byun 27 5 0 20 Jan 2023
Fair Multi-Exit Framework for Facial Attribute Classification Ching-Hao Chiu Hao-Wei Chung Yu-Jen Chen Yiyu Shi Tsung-Yi Ho CVBM 16 4 0 08 Jan 2023
Zero-shot Visual Commonsense Immorality Prediction Yujin Jeong Seongbeom Park Suhong Moon Jinkyu Kim VLM 27 1 0 10 Nov 2022
Rebalanced Zero-shot Learning Zihan Ye Guan Yang Xiaobo Jin Youfa Liu Kaizhu Huang VLM 35 8 0 13 Oct 2022
A Differentiable Distance Approximation for Fairer Image Classification Nicholas Rosa Tom Drummond Mehrtash Harandi 26 0 0 09 Oct 2022
MEDFAIR: Benchmarking Fairness for Medical Imaging Yongshuo Zong Yongxin Yang Timothy M. Hospedales OOD 81 59 0 04 Oct 2022
On Biased Behavior of GANs for Face Verification Sasikanth Kotti Mayank Vatsa Richa Singh CVBM 27 1 0 27 Aug 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 54 14 0 23 May 2022
Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision Making Miriam Rateike Ayan Majumdar Olga Mineeva Krishna P. Gummadi Isabel Valera OffRL 37 11 0 10 May 2022
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 236 676 0 17 Feb 2018