Understanding-informed Bias Mitigation for Fair CMR Segmentation
Fuente:
arXiv
Saved in:
| Main Authors: | Lee, Tiarna, Puyol-Antón, Esther, Ruijsink, Bram, Masci, Pier-Giorgio, Keehn, Louise, Chowienczyk, Phil, Haseler, Emily, Shi, Miaojing, King, Andrew P. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
An investigation into the causes of race bias in AI-based cine CMR segmentation
by: Lee, Tiarna, et al.
Published: (2024)
by: Lee, Tiarna, et al.
Published: (2024)
Improving the Scan-rescan Precision of AI-based CMR Biomarker Estimation
by: Wickremasinghe, Dewmini Hasara, et al.
Published: (2024)
by: Wickremasinghe, Dewmini Hasara, et al.
Published: (2024)
Label Dropout: Improved Deep Learning Echocardiography Segmentation Using Multiple Datasets With Domain Shift and Partial Labelling
by: Islam, Iman, et al.
Published: (2024)
by: Islam, Iman, et al.
Published: (2024)
Improved 3D Whole Heart Geometry from Sparse CMR Slices
by: Xu, Yiyang, et al.
Published: (2024)
by: Xu, Yiyang, et al.
Published: (2024)
Improving Deep Learning Model Calibration for Cardiac Applications using Deterministic Uncertainty Networks and Uncertainty-aware Training
by: Dawood, Tareen, et al.
Published: (2024)
by: Dawood, Tareen, et al.
Published: (2024)
A Composite Alignment-Aware Framework for Myocardial Lesion Segmentation in Multi-sequence CMR Images
by: Gao, Yifan, et al.
Published: (2025)
by: Gao, Yifan, et al.
Published: (2025)
HyperCMR: Enhanced Multi-Contrast CMR Reconstruction with Eagle Loss
by: Xu, Ruru, et al.
Published: (2024)
by: Xu, Ruru, et al.
Published: (2024)
ECGFlowCMR: Pretraining with ECG-Generated Cine CMR Helps Cardiac Disease Classification and Phenotype Prediction
by: Fang, Xiaocheng, et al.
Published: (2026)
by: Fang, Xiaocheng, et al.
Published: (2026)
DeepSPV: A Deep Learning Pipeline for 3D Spleen Volume Estimation from 2D Ultrasound Images
by: Yuan, Zhen, et al.
Published: (2024)
by: Yuan, Zhen, et al.
Published: (2024)
Temporal-spatial Adaptation of Promptable SAM Enhance Accuracy and Generalizability of cine CMR Segmentation
by: Chen, Zhennong, et al.
Published: (2024)
by: Chen, Zhennong, et al.
Published: (2024)
The Impact of Skin Tone Label Granularity on the Performance and Fairness of AI Based Dermatology Image Classification Models
by: Shah, Partha, et al.
Published: (2025)
by: Shah, Partha, et al.
Published: (2025)
Low-rank based motion correction followed by automatic frame selection in DT-CMR
by: Wang, Fanwen, et al.
Published: (2024)
by: Wang, Fanwen, et al.
Published: (2024)
Segmentation of Pediatric Brain Tumors using a Radiologically informed, Deep Learning Cascade
by: Mulvany, Timothy, et al.
Published: (2024)
by: Mulvany, Timothy, et al.
Published: (2024)
Cardiac Digital Twins at Scale from MRI: Open Tools and Representative Models from ~55000 UK Biobank Participants
by: Ugurlu, Devran, et al.
Published: (2025)
by: Ugurlu, Devran, et al.
Published: (2025)
GENRE-CMR: Generalizable Deep Learning for Diverse Multi-Domain Cardiac MRI Reconstruction
by: Hamedani, Kian Anvari, et al.
Published: (2025)
by: Hamedani, Kian Anvari, et al.
Published: (2025)
SAGCNet: Spatial-Aware Graph Completion Network for Missing Slice Imputation in Population CMR Imaging
by: Liu, Junkai, et al.
Published: (2025)
by: Liu, Junkai, et al.
Published: (2025)
Dual-Phase Cross-Modal Contrastive Learning for CMR-Guided ECG Representations for Cardiovascular Disease Assessment
by: Alvarez-Florez, Laura, et al.
Published: (2026)
by: Alvarez-Florez, Laura, et al.
Published: (2026)
Understanding the Impact of Evaluation Metrics in Kinetic Models for Consensus-based Segmentation
by: Cabini, Raffaella Fiamma, et al.
Published: (2024)
by: Cabini, Raffaella Fiamma, et al.
Published: (2024)
CTSCAN: Evaluation Leakage in Chest CT Segmentation and a Reproducible Patient-Disjoint Benchmark
by: Ivchenko, Anton
Published: (2026)
by: Ivchenko, Anton
Published: (2026)
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification
by: Tian, Yu, et al.
Published: (2024)
by: Tian, Yu, et al.
Published: (2024)
Semi-supervised learning for generalizable intracranial hemorrhage detection and segmentation
by: Lin, Emily, et al.
Published: (2021)
by: Lin, Emily, et al.
Published: (2021)
Enhancing Quality of Compressed Images by Mitigating Enhancement Bias Towards Compression Domain
by: Xing, Qunliang, et al.
Published: (2024)
by: Xing, Qunliang, et al.
Published: (2024)
Investigating Gender Bias in Lymph-node Segmentation with Anatomical Priors
by: Brioso, Ricardo Coimbra, et al.
Published: (2024)
by: Brioso, Ricardo Coimbra, et al.
Published: (2024)
Rapid online deep artifact suppression for real-time spiral bSSFP CMR with blipped-CAIPI simultaneous multi-slice imaging at 1.5 T
by: Åkesson, Julius, et al.
Published: (2026)
by: Åkesson, Julius, et al.
Published: (2026)
Detecting and refurbishing ground truth errors during training of deep learning-based echocardiography segmentation models
by: Islam, Iman, et al.
Published: (2026)
by: Islam, Iman, et al.
Published: (2026)
Confidence Matters: Uncertainty Quantification and Precision Assessment of Deep Learning-based CMR Biomarker Estimates Using Scan-rescan Data
by: Wickremasinghe, Dewmini Hasara, et al.
Published: (2026)
by: Wickremasinghe, Dewmini Hasara, et al.
Published: (2026)
Mitigating Perception Bias: A Training-Free Approach to Enhance LMM for Image Quality Assessment
by: Chen, Baoliang, et al.
Published: (2024)
by: Chen, Baoliang, et al.
Published: (2024)
Faster ISNet for Background Bias Mitigation on Deep Neural Networks
by: Bassi, Pedro R. A. S., et al.
Published: (2024)
by: Bassi, Pedro R. A. S., et al.
Published: (2024)
A Temporal Convolutional Network-Based Approach and a Benchmark Dataset for Colonoscopy Video Temporal Segmentation
by: Biffi, Carlo, et al.
Published: (2025)
by: Biffi, Carlo, et al.
Published: (2025)
CALF: A Conditionally Adaptive Loss Function to Mitigate Class-Imbalanced Segmentation
by: Alam, Bashir, et al.
Published: (2025)
by: Alam, Bashir, et al.
Published: (2025)
Adversarial Deep-Unfolding Network for MA-XRF Super-Resolution on Old Master Paintings Using Minimal Training Data
by: Verinaz-Jadan, Herman, et al.
Published: (2024)
by: Verinaz-Jadan, Herman, et al.
Published: (2024)
An Empirical Study on the Fairness of Foundation Models for Multi-Organ Image Segmentation
by: Li, Qin, et al.
Published: (2024)
by: Li, Qin, et al.
Published: (2024)
SlicerNNInteractive: A 3D Slicer extension for nnInteractive
by: de Vente, Coen, et al.
Published: (2025)
by: de Vente, Coen, et al.
Published: (2025)
Systematic Review of Pituitary Gland and Pituitary Adenoma Automatic Segmentation Techniques in Magnetic Resonance Imaging
by: Yakubu, Mubaraq, et al.
Published: (2025)
by: Yakubu, Mubaraq, et al.
Published: (2025)
Attention-Guided Fair AI Modeling for Skin Cancer Diagnosis
by: Zhu, Mingcheng, et al.
Published: (2025)
by: Zhu, Mingcheng, et al.
Published: (2025)
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration
by: You, Di, et al.
Published: (2025)
by: You, Di, et al.
Published: (2025)
Investigating Label Bias and Representational Sources of Age-Related Disparities in Medical Segmentation
by: Parikh, Aditya, et al.
Published: (2025)
by: Parikh, Aditya, et al.
Published: (2025)
Understanding Benefits and Pitfalls of Current Methods for the Segmentation of Undersampled MRI Data
by: Morshuis, Jan Nikolas, et al.
Published: (2025)
by: Morshuis, Jan Nikolas, et al.
Published: (2025)
Optimization of Image Acquisition for Earth Observation Satellites via Quantum Computing
by: Makarov, Antón, et al.
Published: (2023)
by: Makarov, Antón, et al.
Published: (2023)
SPECTRUM: Semantic Processing and Emotion-informed video-Captioning Through Retrieval and Understanding Modalities
by: Faghihi, Ehsan, et al.
Published: (2024)
by: Faghihi, Ehsan, et al.
Published: (2024)
Similar Items
-
An investigation into the causes of race bias in AI-based cine CMR segmentation
by: Lee, Tiarna, et al.
Published: (2024) -
Improving the Scan-rescan Precision of AI-based CMR Biomarker Estimation
by: Wickremasinghe, Dewmini Hasara, et al.
Published: (2024) -
Label Dropout: Improved Deep Learning Echocardiography Segmentation Using Multiple Datasets With Domain Shift and Partial Labelling
by: Islam, Iman, et al.
Published: (2024) -
Improved 3D Whole Heart Geometry from Sparse CMR Slices
by: Xu, Yiyang, et al.
Published: (2024) -
Improving Deep Learning Model Calibration for Cardiac Applications using Deterministic Uncertainty Networks and Uncertainty-aware Training
by: Dawood, Tareen, et al.
Published: (2024)