Linear Fusion-Based Dual-MR Contrast Enhancement for Improved Choroid Plexus Segmentation

Motivation: Combining T1w and T2w-FLAIR images via arithmetic operation-based fusion significantly enhanced image contrast, emphasizing the boundaries and improving tissue differentiation around the choroid plexus (ChP). Goal(s): To improve segmentation accuracy of the ChP and evaluate the effectiveness and feasibility of the proposed technique across various DL models. Approach: Dual-MR contrast fusion is conducted following image alignment, normalization, and linear computation between T1w and T2w-FLAIR images. Off-the-shelf DL models were used to perform ChP segmentation. Results: Fused MR images achieved higher quantitative values (Hausdorff distances and Dice scores), with significant improvements in Relative Contrast and SNR compared to methods utilizing a single MR image. Impact: The proposed technique is a simple yet effective contrast enhancement strategy for accurate choroid plexus segmentation, which could play a crucial role in clinical diagnostics and contribute to advancements in neuroimaging applications for neurodegenerative diseases.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/0997
Primary Topic
Medical Imaging and Analysis
Type
article
Field-Weighted Citation Impact
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article

Linear Fusion-Based Dual-MR Contrast Enhancement for Improved Choroid Plexus Segmentation

Sung‐Min Gho, Il Ho Shin, Kwanseok Oh, Dahye Lee
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Medical Imaging and Analysis
article

Linear Fusion-Based Dual-MR Contrast Enhancement for Improved Choroid Plexus Segmentation

Sung‐Min Gho, Il Ho Shin, Kwanseok Oh, Dahye Lee
article en

Abstract

Motivation: Combining T1w and T2w-FLAIR images via arithmetic operation-based fusion significantly enhanced image contrast, emphasizing the boundaries and improving tissue differentiation around the choroid plexus (ChP). Goal(s): To improve segmentation accuracy of the ChP and evaluate the effectiveness and feasibility of the proposed technique across various DL models. Approach: Dual-MR contrast fusion is conducted following image alignment, normalization, and linear computation between T1w and T2w-FLAIR images. Off-the-shelf DL models were used to perform ChP segmentation. Results: Fused MR images achieved higher quantitative values (Hausdorff distances and Dice scores), with significant improvements in Relative Contrast and SNR compared to methods utilizing a single MR image. Impact: The proposed technique is a simple yet effective contrast enhancement strategy for accurate choroid plexus segmentation, which could play a crucial role in clinical diagnostics and contribute to advancements in neuroimaging applications for neurodegenerative diseases.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 76%
Medical Imaging and Analysis
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Linear Fusion-Based Dual-MR Contrast Enhancement for Improved Choroid Plexus Segmentation — Sung‐Min Gho, Il Ho Shin, et al. · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2025) | TGRS Research Map | TGRS