20 March 2015 Deformable registration of CT and cone-beam CT by local CBCT intensity correction
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Abstract
In this paper, we propose a method to accurately register CT to cone-beam CT (CBCT) by iteratively correcting local CBCT intensity. CBCT is a widely used intra-operative imaging modality in image-guided radiotherapy and surgery. A short scan followed by a filtered-backprojection is typically used for CBCT reconstruction. While data on the mid-plane (plane of source-detector rotation) is complete, off-mid-planes undergo different information deficiency and the computed reconstructions are approximate. This causes different reconstruction artifacts at off-mid-planes depending on slice locations, and therefore impedes accurate registration between CT and CBCT. To address this issue, we correct CBCT intensities by matching local intensity histograms slice by slice in conjunction with intensity-based deformable registration. This correction-registration step is repeated until the result image converges. We tested the proposed method on eight head-and-neck cancer cases and compared its performance with state-of-the-art registration methods, Bspline, demons, and optical flow, which are widely used for CT-CBCT registration. Normalized mutual-information (NMI), normalized cross-correlation (NCC), and structural similarity (SSIM) were computed as similarity measures for the performance evaluation. Our method produced overall NMI of 0.59, NCC of 0.96, and SSIM of 0.93, outperforming existing methods by 3.6%, 2.4%, and 2.8% in terms of NMI, NCC, and SSIM scores, respectively. Experimental results show that our method is more consistent and roust than existing algorithms, and also computationally efficient with faster convergence.
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Seyoun Park, Seyoun Park, William Plishker, William Plishker, Raj Shekhar, Raj Shekhar, Harry Quon, Harry Quon, John Wong, John Wong, Junghoon Lee, Junghoon Lee, } "Deformable registration of CT and cone-beam CT by local CBCT intensity correction", Proc. SPIE 9413, Medical Imaging 2015: Image Processing, 941333 (20 March 2015); doi: 10.1117/12.2082485; https://doi.org/10.1117/12.2082485
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