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Evaluation of i-Scan Virtual Chromoendoscopy and Traditional Chromoendoscopy for the Automated Diagnosis of Colonic Polyps

机译:I-Scan虚拟微型镜检查和传统色素镜检查的评价结肠息肉的自动诊断

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Image enhancement technologies, such as chromoendoscopy and digital chromoendoscopy were reported to facilitate the detection and diagnosis of colonic polyps during endoscopic sessions. Here, we investigate the impact of enhanced imaging technologies on the classification accuracy of computer-aided diagnosis systems. Specifically, we determine if image representations obtained from different imaging modalities are significantly different and experimentation is performed to figure out the impact of utilizing differing imaging modalities in the training and validation sets. Finally, we examine if merging the images of similar imaging modalities for training the classification model can be effectively applied to improve the accuracy.
机译:据报道,图像增强技术,例如染色体镜检查和数字色素镜检查,以促进内窥镜会话期间结肠息肉的检测和诊断。在这里,我们研究了增强的成像技术对计算机辅助诊断系统的分类准确性的影响。具体地,我们确定从不同的成像方式获得的图像表示是显着的,并且进行实验以弄清楚利用不同的成像模式在训练和验证集中的影响。最后,我们可以有效地应用于合并用于训练的类似成像模型的图像来提高准确性。

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