Automatic Radiographic Quantification of Joint Space Narrowing Progression in Rheumatoid Arthritis Using POC

This paper is an application of image processing techniques for computer-aided diagnosis of Rheumatoid Arthritis (RA). Accurately measuring the progression of joint space narrowing (JSN) is crucial during medical treatment and in imaging biomarkers in clinical trials. In this paper, we analyze sequential radiographic images of patients who have rheumatoid arthritis in hands using image processing techniques. Phase only correlation (POC) is used to detect the progression of JSN between images. A new image processing algorithm is proposed to segment joint images so as to eliminate the mutual interference when measuring the movement of the upper and lower bones by POC. We found that the texture feature on bones will greatly affect the accuracy of POC. Median filter is used to eliminate the effect of texture, and excellent results are obtained in practice. Additionally, the progress of JSN is measured accurately in our method. This can be beneficial for doctors in the identification of disease stages.

[1]  Tatsushi Fujita,et al.  Vacuum-sintered body of a novel apatite for artificial bone , 2013 .

[2]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[3]  Franz Kainberger,et al.  An automatic model-based system for joint space measurements on hand radiographs: initial experience. , 2007, Radiology.

[4]  B. N. Chatterji,et al.  An FFT-based technique for translation, rotation, and scale-invariant image registration , 1996, IEEE Trans. Image Process..

[5]  Alexandru Telea,et al.  An Image Inpainting Technique Based on the Fast Marching Method , 2004, J. Graphics, GPU, & Game Tools.

[6]  Hassan Foroosh,et al.  Extension of phase correlation to subpixel registration , 2002, IEEE Trans. Image Process..

[7]  Thomas S. Huang,et al.  A fast two-dimensional median filtering algorithm , 1979 .

[8]  Paul A. Viola,et al.  Rapid object detection using a boosted cascade of simple features , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[9]  Jane Angwin,et al.  Radiographic hand joint space width assessed by computer is a sensitive measure of change in early rheumatoid arthritis. , 2004, The Journal of rheumatology.

[10]  Alexander Pfeil,et al.  Effects of leflunomide and methotrexate in rheumatoid arthritis detected by digital X-ray radiogrammetry and computer-aided joint space analysis , 2008, Rheumatology International.

[11]  Franz Kainberger,et al.  Automatic Quantification of Joint Space Narrowing and Erosions in Rheumatoid Arthritis , 2009, IEEE Transactions on Medical Imaging.

[12]  Yinghe Huo Automated measurement of joint space width in early rheumatoid arthritis hand radiographs , 2017 .

[13]  T. Higuchi,et al.  High-Accuracy Subpixel Image Registration Based on Phase-Only Correlation , 2003, IEICE Trans. Fundam. Electron. Commun. Comput. Sci..

[14]  Pierre Payeur,et al.  Detection of rheumatoid arthritis using infrared imaging , 2011, Medical Imaging.

[15]  Michael T. Orchard,et al.  A fast direct Fourier-based algorithm for subpixel registration of images , 2001, IEEE Trans. Geosci. Remote. Sens..

[16]  D. Donoho,et al.  Does median filtering truly preserve edges better than linear filtering , 2006, math/0612422.

[17]  D. Heijde,et al.  Radiographic progression in rheumatoid arthritis: Does it reflect outcome? Does it reflect treatment? , 2001, Annals of the rheumatic diseases.

[18]  Henk J. A. M. Heijmans,et al.  The algebraic basis of mathematical morphology. I Dilations and erosions , 1990, Comput. Vis. Graph. Image Process..

[19]  W. Kaiser,et al.  Digital X-ray radiogrammetry combined with semiautomated analysis of joint space widths as a new diagnostic approach in rheumatoid arthritis: a cross-sectional and longitudinal study. , 2005, Arthritis and rheumatism.

[20]  Alexander Pfeil,et al.  Reproducibility and influence of hand rotation on computer-aided joint space analysis. , 2012, Joint, bone, spine : revue du rhumatisme.

[21]  Jeffrey R Curtis,et al.  American College of Rheumatology 2008 recommendations for the use of nonbiologic and biologic disease-modifying antirheumatic drugs in rheumatoid arthritis. , 2008, Arthritis and rheumatism.