FE-DIC-Based Motion and Intensity Correction for Enhanced CEST-MRI Registration
Physiological and external motion cause inter-frame misalignment in chemical exchange saturation transfer magnetic resonance imaging (CEST-MRI), thereby compromising quantitative accuracy. In CEST-MRI, saturation effects induce intensity variations, resulting in motion-intensity coupling that makes registration particularly challenging. To address this issue, we extend the finite element digital image correlation (FE-DIC) framework by introducing an alternating correction strategy that iteratively refines both motion and intensity estimation. Unlike conventional FE-DIC approaches that assume intensity constancy, the proposed method incorporates mechanical regularization to suppress non-physical deformations, alongside intensity correction to compensate for reference-target contrast discrepancies. This mutual reinforcement enables progressively improved registration across the CEST sequence. The robustness and effectiveness of the method were evaluated on three datasets. In simulated liver data, it maintains RMSE within 0.4 pixels, reducing error by 0.5 pixels compared to RPCA & PCA (a PCA-based synthetic reference generation method for CEST registration). On clinical brain and pig cardiac data, it achieves average SSIM of 0.83, outperforming RPCA & PCA by 0.03 and surpassing CNN-based registration (e.g., AirLab) by 0.10. The consistent results across datasets highlight its generalizability, making it a promising tool for metabolic quantification in clinical and research settings.
Authors
- Dong Liang (ORCID: https://orcid.org/0000-0001-6257-0875)
- Ziang Di
- Yin Wu (ORCID: https://orcid.org/0000-0002-4323-5083)
- Yuxi Jin (ORCID: https://orcid.org/0000-0002-9334-5205)
- Yijia Zheng (ORCID: https://orcid.org/0000-0002-3163-4140)
- Zhanli Hu (ORCID: https://orcid.org/0000-0003-0618-6240)
- Haizhou Liu (ORCID: https://orcid.org/0000-0003-2200-0063)
- Jidong Han (ORCID: https://orcid.org/0000-0002-4945-2150)
- Dehong Luo (ORCID: https://orcid.org/0000-0001-7902-386X)
- Zhihua Li (ORCID: https://orcid.org/0000-0001-6564-6927)
- Zhou Liu (ORCID: https://orcid.org/0009-0008-1471-4369)
- Hairong Zheng
Institutions
- Chinese Academy of Sciences (CN)
- Chinese Academy of Medical Sciences & Peking Union Medical College (CN)
- Academy of Mathematics and Systems Science (CN)
- Shenzhen Institutes of Advanced Technology (CN)
Publication Details
- Journal
- IEEE Journal of Biomedical and Health Informatics
- Published
- 2025-05-27
- DOI
- https://doi.org/10.1109/jbhi.2025.3574356
- Primary Topic
- Advanced MRI Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00