Orthogonal Transform Coding Theory for Schizophrenia Disorder Detection

Juraj Skunda, J. Polec, J. Kacur, Boris Nerusil, Marek Almáši, Eva Smolejová
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Abstract

This article presents a method for detection of cognitive defects based on eye tracking and saliency maps. The main goal of our paper is to augment the original approach using saliency maps and correlation matrices by introducing orthogonal transforms, namely–DHYT, DST, DCT2 and DCT3. It was shown that combination of various orthogonal transforms provided different results, which are discussed in the article. Experimental data were measured using eye tracker tool for a group of healthy (22) and diagnosed (22) individuals exposed to the Rorschach inkblot test. On average the measured accuracies reached scores over 70% which forms a solid basis for automated prescreening deployment.
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精神分裂症检测的正交变换编码理论
本文提出了一种基于眼动追踪和显著性图的认知缺陷检测方法。本文的主要目标是通过引入正交变换(即dhyt, DST, DCT2和DCT3)来扩展使用显著性映射和相关矩阵的原始方法。结果表明,不同正交变换的组合可以得到不同的结果,本文对此进行了讨论。实验数据是通过眼动仪对一组接受罗夏墨迹测试的健康(22)和确诊(22)个体进行测量的。平均测量精度达到70%以上,这为自动化预筛选部署奠定了坚实的基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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