Quantification of spinal deformities using combined SCP and geometric 3D reconstruction. (January 2017)

• Record Type: Journal Article
• Authors: Kumar, Sampath; Nayak, K. Prabhakar; Hareesha, K.S.
• Is Part Of: Biomedical signal processing and control. Volume 31(2017)
• Page Start: 181
• Page End: 188
• Publication Date: 2017-01
• Subjects: Stereo-radiography -- 3D reconstruction of spine -- Generic spine model -- Scoliosis; Signal processing -- Periodicals; Biomedical engineering -- Periodicals; Signal Processing, Computer-Assisted -- Periodicals; Image Processing, Computer-Assisted -- Periodicals; Biomedical Engineering -- Periodicals; 610.28
• DOI: 10.1016/j.bspc.2016.08.004
• Languages: English
• ISSNs: 1746-8094

Abstract

Highlights: A novel combined SCP and geometric (CSCPG) 3D spine reconstruction and deformity quantification methods have been proposed and validated. CSCPG model is obtained by deforming the SCP reconstructed model using the vertebral orientation features. The limited number of landmarks, low cost calibration apparatus and a simple generic model make the entire procedure very economical. A semi-automatic method for evaluating spinal deformities with minimum human intervention is presented and validated. These techniques are simple, fast and significantly reduce the observer variability. Abstract: Three dimensional reconstruction is essential in accurate diagnosis of numerous spinal deformities which are 3D in nature. The stereo-radiographic reconstruction involving bi-planar X-rays is one of the most commonly used methods. Algorithms with stereo-corresponding point (SCP) or non-stereo-corresponding point (NSCP) can be used to achieve this 3D reconstruction. But, the NSCP method is slower and needs manual identification of many anatomical landmarks. Hence it suffers from observer variability and has restricted usage in normal clinical setup. Thus, a hybrid method is proposed in which the SCP reconstructed model is refined using the geometric features from the X-rays to achieve the accuracy closest to NSCP method. The SCP model is constructed using the X-rays on a calibration bench from the scoliotic subject. From these X-rays the vertebral features are extracted automatically. The SCP model structure is refined using the geometric transformations according to the extracted features. The 3D model thus formed is called combined SCP and geometric (CSCPG) reconstruction. By considering the NSCP model as a reference, both qualitative and quantitative approaches are followed to validate the proposed model. The CSCPG method has lesser observer variability as it needs only six anatomical landmarks per vertebra. Further, it is faster and the reconstruction error is within the acceptable limits. To quantify the deformities like axial vertebral rotation and spinal curvature novel methods have been proposed. The axial vertebral rotation is measured using simple vertebra vector parametric computations. It needs identification of only two landmarks per vertebra for angle measurement. The apical vertebra gives the plane of maximum curvature. The actual spinal curvature has to be computed on this plane. A semi-automatic method is proposed to compute this curvature using a new projection technique. The deformity quantification methods are validated using manual measurements as well as the results from standard approaches. Hence, a fast, simple and economic 3D diagnostic method is developed for quantification of the spinal deformities.