A hybrid optimization strategy for registering images with large local deformations and intensity variations

作者：Li, Zhang^*; van Vliet, Lucas J; Stoker, Jaap; Vos, Frans M

来源：International Journal of Computer Assisted Radiology and Surgery, 2018, 13(3): 343-351.

DOI：10.1007/s11548-017-1697-z

• Monogenic signal
• Image registration
• Large deformations
• Intensity variation
• Descriptor matching
• Crohn's disease

To develop a method for intra-patient registration of pre- and post-contrast abdominal MR images with large local deformations and large intensity variations.
A hybrid method is proposed to deal with this problem. It consists of two coupled techniques: (1) descriptor matching (DM) at the original resolution using a discrete optimization strategy to avoid getting trapped in a local minimum; (2) continuous optimization to refine the registration outcome based on autocorrelation of local image structure (ALOST). Our method-called DM-ALOST-has become insensitive to the local uptake of contrast agent by exploiting the mean phase and the phase congruency extracted from the multi-scale monogenic signal. The method was extensively tested on abdominal MR data of 30 patients with Crohn's disease.
DM-ALOST produced significantly larger mean Dice coefficients than two state-of-the-art methods .
Both qualitative and quantitative tests demonstrated improved registration using the proposed method compared to the state-of-the-art. The DM-ALOST method facilitates measurement of corresponding features from different abdominal MR images, which can aid to assess certain diseases, particularly Crohn's disease.

• 出版日期2018-3
• 单位中国人民解放军国防科学技术大学