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
- Sung‐Min Gho (ORCID: https://orcid.org/0000-0003-1055-398X)
- Il Ho Shin
- Kwanseok Oh (ORCID: https://orcid.org/0000-0002-7378-4569)
- Dahye Lee (ORCID: https://orcid.org/0000-0003-2723-9620)
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
- 0.00