Operationalizing Fairness in Text-to-Image Models: A Survey of Bias, Fairness Audits and Mitigation Strategies
Fuente:
arXiv
Saved in:
| Main Authors: | Smith, Megan, Sambandham, Venkatesh Thirugnana, Richter, Florian, Crompton, Laura, Uhl, Matthias, Schön, Torsten |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models
by: Sambandham, Venkatesh Thirugnana, et al.
Published: (2026)
by: Sambandham, Venkatesh Thirugnana, et al.
Published: (2026)
DrivIng: A Large-Scale Multimodal Driving Dataset with Full Digital Twin Integration
by: Rößle, Dominik, et al.
Published: (2026)
by: Rößle, Dominik, et al.
Published: (2026)
Mitigating Cross-modal Representation Bias for Multicultural Image-to-Recipe Retrieval
by: Wang, Qing, et al.
Published: (2025)
by: Wang, Qing, et al.
Published: (2025)
FairSSD: Understanding Bias in Synthetic Speech Detectors
by: Yadav, Amit Kumar Singh, et al.
Published: (2024)
by: Yadav, Amit Kumar Singh, et al.
Published: (2024)
Real-Time Evaluation of Autonomous Systems under Adversarial Attacks
by: Mohan, Adithya, et al.
Published: (2026)
by: Mohan, Adithya, et al.
Published: (2026)
Mitigating Image Captioning Hallucinations in Vision-Language Models
by: Zhao, Fei, et al.
Published: (2025)
by: Zhao, Fei, et al.
Published: (2025)
Mitigating Easy Option Bias in Multiple-Choice Question Answering
by: Zhang, Hao, et al.
Published: (2025)
by: Zhang, Hao, et al.
Published: (2025)
Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly Search
by: Yang, Shuyu, et al.
Published: (2024)
by: Yang, Shuyu, et al.
Published: (2024)
Visual Semantic Description Generation with MLLMs for Image-Text Matching
by: Chen, Junyu, et al.
Published: (2025)
by: Chen, Junyu, et al.
Published: (2025)
Exploring Phrase-Level Grounding with Text-to-Image Diffusion Model
by: Yang, Danni, et al.
Published: (2024)
by: Yang, Danni, et al.
Published: (2024)
Noisy-Correspondence Learning for Text-to-Image Person Re-identification
by: Qin, Yang, et al.
Published: (2023)
by: Qin, Yang, et al.
Published: (2023)
G-Refine: A General Quality Refiner for Text-to-Image Generation
by: Li, Chunyi, et al.
Published: (2024)
by: Li, Chunyi, et al.
Published: (2024)
Cross-Modal and Uni-Modal Soft-Label Alignment for Image-Text Retrieval
by: Huang, Hailang, et al.
Published: (2024)
by: Huang, Hailang, et al.
Published: (2024)
Hand1000: Generating Realistic Hands from Text with Only 1,000 Images
by: Zhang, Haozhuo, et al.
Published: (2024)
by: Zhang, Haozhuo, et al.
Published: (2024)
Deep Boosting Learning: A Brand-new Cooperative Approach for Image-Text Matching
by: Diao, Haiwen, et al.
Published: (2024)
by: Diao, Haiwen, et al.
Published: (2024)
Multimodal Large Language Model is a Human-Aligned Annotator for Text-to-Image Generation
by: Wu, Xun, et al.
Published: (2024)
by: Wu, Xun, et al.
Published: (2024)
CustomContrast: A Multilevel Contrastive Perspective For Subject-Driven Text-to-Image Customization
by: Chen, Nan, et al.
Published: (2024)
by: Chen, Nan, et al.
Published: (2024)
Saliency-Based diversity and fairness Metric and FaceKeepOriginalAugment: A Novel Approach for Enhancing Fairness and Diversity
by: Kumar, Teerath, et al.
Published: (2024)
by: Kumar, Teerath, et al.
Published: (2024)
Identity-Preserving Text-to-Video Generation via Training-Free Prompt, Image, and Guidance Enhancement
by: Gao, Jiayi, et al.
Published: (2025)
by: Gao, Jiayi, et al.
Published: (2025)
Transcending Fusion: A Multi-Scale Alignment Method for Remote Sensing Image-Text Retrieval
by: Yang, Rui, et al.
Published: (2024)
by: Yang, Rui, et al.
Published: (2024)
Synthetic Perception: Can Generated Images Unlock Latent Visual Prior for Text-Centric Reasoning?
by: Huang, Yuesheng, et al.
Published: (2025)
by: Huang, Yuesheng, et al.
Published: (2025)
PDA: Text-Augmented Defense Framework for Robust Vision-Language Models against Adversarial Image Attacks
by: Xu, Jingning, et al.
Published: (2026)
by: Xu, Jingning, et al.
Published: (2026)
Improving Long-Text Alignment for Text-to-Image Diffusion Models
by: Liu, Luping, et al.
Published: (2024)
by: Liu, Luping, et al.
Published: (2024)
CBVS: A Large-Scale Chinese Image-Text Benchmark for Real-World Short Video Search Scenarios
by: Qiao, Xiangshuo, et al.
Published: (2024)
by: Qiao, Xiangshuo, et al.
Published: (2024)
InteractDiffusion: Interaction Control in Text-to-Image Diffusion Models
by: Hoe, Jiun Tian, et al.
Published: (2023)
by: Hoe, Jiun Tian, et al.
Published: (2023)
Scene-Text Grounding for Text-Based Video Question Answering
by: Zhou, Sheng, et al.
Published: (2024)
by: Zhou, Sheng, et al.
Published: (2024)
Med-Banana-50K: A Cross-modality Large-Scale Dataset for Text-guided Medical Image Editing
by: Chen, Zhihui, et al.
Published: (2025)
by: Chen, Zhihui, et al.
Published: (2025)
OS-HGAdapter: Open Semantic Hypergraph Adapter for Large Language Models Assisted Entropy-Enhanced Image-Text Alignment
by: Chen, Rongjun, et al.
Published: (2025)
by: Chen, Rongjun, et al.
Published: (2025)
Referring Flexible Image Restoration
by: Guan, Runwei, et al.
Published: (2024)
by: Guan, Runwei, et al.
Published: (2024)
Text-controlled Motion Mamba: Text-Instructed Temporal Grounding of Human Motion
by: Wang, Xinghan, et al.
Published: (2024)
by: Wang, Xinghan, et al.
Published: (2024)
MorphText: Deep Morphology Regularized Arbitrary-shape Scene Text Detection
by: Xu, Chengpei, et al.
Published: (2024)
by: Xu, Chengpei, et al.
Published: (2024)
EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering
by: Zhou, Sheng, et al.
Published: (2025)
by: Zhou, Sheng, et al.
Published: (2025)
Do Modern Video-LLMs Need to Listen? A Benchmark Audit and Scalable Remedy
by: Kim, Geewook, et al.
Published: (2025)
by: Kim, Geewook, et al.
Published: (2025)
Text-Guided Image Invariant Feature Learning for Robust Image Watermarking
by: Ahtesham, Muhammad, et al.
Published: (2025)
by: Ahtesham, Muhammad, et al.
Published: (2025)
Deep Learning-based Text-in-Image Watermarking
by: Karki, Bishwa, et al.
Published: (2024)
by: Karki, Bishwa, et al.
Published: (2024)
Seeing Text in the Dark: Algorithm and Benchmark
by: Xu, Chengpei, et al.
Published: (2024)
by: Xu, Chengpei, et al.
Published: (2024)
TIPS: Text-Induced Pose Synthesis
by: Roy, Prasun, et al.
Published: (2022)
by: Roy, Prasun, et al.
Published: (2022)
Magic3DSketch: Create Colorful 3D Models From Sketch-Based 3D Modeling Guided by Text and Language-Image Pre-Training
by: Zang, Ying, et al.
Published: (2024)
by: Zang, Ying, et al.
Published: (2024)
TextBraTS: Text-Guided Volumetric Brain Tumor Segmentation with Innovative Dataset Development and Fusion Module Exploration
by: Shi, Xiaoyu, et al.
Published: (2025)
by: Shi, Xiaoyu, et al.
Published: (2025)
TAVGBench: Benchmarking Text to Audible-Video Generation
by: Mao, Yuxin, et al.
Published: (2024)
by: Mao, Yuxin, et al.
Published: (2024)
Similar Items
-
Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models
by: Sambandham, Venkatesh Thirugnana, et al.
Published: (2026) -
DrivIng: A Large-Scale Multimodal Driving Dataset with Full Digital Twin Integration
by: Rößle, Dominik, et al.
Published: (2026) -
Mitigating Cross-modal Representation Bias for Multicultural Image-to-Recipe Retrieval
by: Wang, Qing, et al.
Published: (2025) -
FairSSD: Understanding Bias in Synthetic Speech Detectors
by: Yadav, Amit Kumar Singh, et al.
Published: (2024) -
Real-Time Evaluation of Autonomous Systems under Adversarial Attacks
by: Mohan, Adithya, et al.
Published: (2026)