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術(shù)中透視圖像質(zhì)量對雙平面定位算法精度的影響

Influence of intraoperative fluoroscopy images’ quality on theaccuracy of bi-planar positioning method

作者: 翟柏松  趙向蕊  陳向前  朱罡  王豫 
單位:北京航空航天大學生物與醫(yī)學工程學院(北京100191)
關(guān)鍵詞: 計算機輔助骨科手術(shù);計算機視覺;醫(yī)學成像;空間定位;蒙特卡洛方法 
分類號:R318.04
出版年·卷·期(頁碼):2017·36·4(372-377)
摘要:

目的 術(shù)中透視圖像作為計算機輔助骨科手術(shù)(computer assisted orthopedic surgery,CAOS)系統(tǒng)最重要的源頭數(shù)據(jù),其質(zhì)量水平對系統(tǒng)定位精度有顯著影響。本文定量研究四種典型圖像質(zhì)量參數(shù)對雙平面定位算法精度的影響。方法 使用帶有鋼珠的標尺作為實驗對象,用高精度數(shù)字放射平板采集高質(zhì)量基準圖像,通過定量化的人為干預來降低圖像質(zhì)量。使用降低質(zhì)量后的透視圖像作為算法輸入,通過雙平面定位算法得到靶點位置坐標,與測量得到的真值進行比較,得到定位誤差數(shù)據(jù)。然后使用蒙特卡洛方法分析圖像隨機誤差對定位算法精度的影響。結(jié)果 相關(guān)性分析發(fā)現(xiàn)圖像分辨率和圖像畸變與定位誤差有顯著相關(guān)性,對比度和信噪比對定位誤差影響不顯著。蒙特卡洛分析發(fā)現(xiàn),[-10,10]像素的隨機圖像誤差,可導致(11.65±9.06) mm的定位誤差。結(jié)論 術(shù)中透視圖像質(zhì)量會顯著影響空間定位精度,其中分辨率和圖像畸變對定位誤差有顯著影響,對比度和信噪比影響相對較小。因此在保障手術(shù)精度的前提下制定合理的術(shù)中透視圖像質(zhì)量標準,對于提高CAOS系統(tǒng)定位精度有重要意義。

Objective The qualities of intraoperative fluoroscopy images,which are the most important source data,have significant influence on the accuracy of computer assisted orthopedic surgery (CAOS) system.The sensitivity of the accuracy in four typical image quality parameters are studied based on the bi-planar positioning method.Methods Fiducial object with steel balls are used as the experiment object,and high quality reference images are acquired with high precision digital radiography device.Then the qualities of the images are quantitatively reduced by human intervention.The images with modified quality parameters are used as input data of bi-planar method to test the positioning error.Finally the Monte Carlo method is used to analyze the influence of random image error on the positioning accuracy.Results There is a significant correlation between the image resolution,distortion and positioning error,while image contrast and signal-to-noise ratio have no significant effect on positioning error.Monte Carlo analysis shows that random image error within [-10,10] pixels can lead to position error of 11.65 mm±9.06 mm.Conclusions The quality of the fluoroscopy images can significantly affect the spatial positioning accuracy,and the resolution and the image distortion have significant influence on the positioning error,while the contrast and signal-to-noise ratio are relatively small.A reasonable standard of intraoperative fluoroscopy image quality on the premise of ensuring the operational accuracy has a great significance for improving the positioning accuracy of CAOS system.

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