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Role of Computer Aided Detection (CAD) Integration: Case Study with Meniscal and Articular Cartilage CAD applications

机译:计算机辅助检测(CAD)集成的作用:半月板和关节软骨CAD应用案例研究

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Knee-related injuries involving the meniscal or articular cartilage are common and require accurate diagnosis and surgical intervention when appropriate. With proper techniques and experience, confidence in detection of meniscal tears and articular cartilage abnormalities can be quite high. However, for radiologists without musculoskeletal training, diagnosis of such abnormalities can be challenging. In this paper, the potential of improving diagnosis through integration of computer-aided detection (CAD) algorithms for automatic detection of meniscal tears and articular cartilage injuries of the knees is studied. An integrated approach in which the results of algorithms evaluating either meniscal tears or articular cartilage injuries provide feedback to each other is believed to improve the diagnostic accuracy of the individual CAD algorithms due to the known association between abnormalities in these distinct anatomic structures. The correlation between meniscal tears and articular cartilage injuries is exploited to improve the final diagnostic results of the individual algorithms. Preliminary results from the integrated application are encouraging and more comprehensive tests are being planned.
机译:涉及半月板或关节软骨的与膝相关的伤害很普遍,在适当的情况下需要准确的诊断和手术干预。有了适当的技术和经验,对半月板撕裂和关节软骨异常的检测信心就可以很高。但是,对于未经肌肉骨骼训练的放射科医生来说,诊断此类异常可能具有挑战性。本文研究了通过集成计算机辅助检测(CAD)算法自动检测膝盖半月板撕裂和膝关节软骨损伤来改善诊断的潜力。由于这些不同的解剖结构中的异常之间的已知关联,据信一种综合方法可以评估各个半月板撕裂或关节软骨损伤的算法的结果相互反馈,从而提高了各个CAD算法的诊断准确性。半月板撕裂与关节软骨损伤之间的相关性被用来改善单个算法的最终诊断结果。集成应用程序的初步结果令人鼓舞,并且计划进行更全面的测试。

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