Dual-MR contrast enhances segmentation accuracy of the choroid plexus, suggesting improved diagnostic value.
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.
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Oh et al. (2025) studied this question.
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