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使用额窦二维计算机断层扫描成像进行法医个人识别:特征匹配算法的比较分析

Forensic personal identification using two-dimensional computed tomographic imaging of the frontal sinus: a comparative analysis of feature matching algorithms.

作者信息

Torimitsu Suguru, Uemura Yukiko, Tsuneya Shigeki, Tweeatsani Numfon, Yoshida Maiko, Yajima Daisuke, Inokuchi Go, Motomura Ayumi, Chiba Fumiko, Hoshioka Yumi, Iwase Hirotaro, Makino Yohsuke

机构信息

Department of Forensic Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, 113-0033, Japan.

Education and Research Center of Legal Medicine, Graduate School of Medicine, Chiba University, Chiba, 260-8670, Japan.

出版信息

Int J Legal Med. 2025 Aug 12. doi: 10.1007/s00414-025-03564-5.

DOI:10.1007/s00414-025-03564-5
PMID:40789832
Abstract

BACKGROUND

Personal identification plays a crucial role in forensic investigations. The frontal sinus (FS), due to its unique anatomical characteristics, is often used for human identification with radiographic imaging. This study evaluates the feasibility of personal identification using computed tomographic (CT) images of the FS with feature matching programs, the Accelerated-KAZE (AKAZE) and Oriented Features from Accelerated Segmented Test and Rotated Binary Robust Independent Elementary Features (ORB).

METHODS

CT images of 180 deceased individuals (135 males, 45 females) were analyzed. Antemortem (AM) and postmortem (PM) CT images of the FS were processed and compared using the AKAZE and ORB algorithms. The similarity between the paired AMCT and PMCT images was calculated using brute-force matching. Welch's t-test was used to assess differences in similarity scores between the matched and mismatched groups. Receiver operating characteristic (ROC) analysis was used to evaluate the accuracy of the identification.

RESULTS

The mean similarity scores of the matched groups were significantly lower than those of the mismatched groups across all subgroups (p < 0.001). ROC analysis showed that AKAZE had a higher true positive rate (TPR = 0.950) and a lower false positive rate (FPR = 0.129) than ORB (TPR = 0.883, FPR = 0.172) for all samples.

CONCLUSIONS

Feature-matching algorithms applied to CT images demonstrated high reliability for personal identification. AKAZE performed better than ORB in distinguishing between the matched and mismatched groups. These findings support the potential application of this method to forensic investigations, particularly where DNA, fingerprints, and dental materials are not available.

摘要

背景

个人识别在法医调查中起着至关重要的作用。额窦(FS)因其独特的解剖特征,常被用于通过放射成像进行身份识别。本研究使用加速卡泽(AKAZE)和加速分割测试与旋转二进制稳健独立基本特征(ORB)等特征匹配程序,评估利用额窦的计算机断层扫描(CT)图像进行个人识别的可行性。

方法

分析了180名死者(135名男性,45名女性)的CT图像。使用AKAZE和ORB算法对额窦的生前(AM)和死后(PM)CT图像进行处理和比较。使用暴力匹配计算配对的AMCT和PMCT图像之间的相似度。采用韦尔奇t检验评估匹配组和不匹配组之间相似度得分的差异。使用受试者工作特征(ROC)分析评估识别的准确性。

结果

在所有亚组中,匹配组的平均相似度得分显著低于不匹配组(p < 0.001)。ROC分析表明,对于所有样本,AKAZE的真阳性率(TPR = 0.950)高于ORB(TPR = 0.883),假阳性率(FPR = 0.129)低于ORB(FPR = 0.172)。

结论

应用于CT图像的特征匹配算法在个人识别方面显示出高可靠性。在区分匹配组和不匹配组方面,AKAZE的表现优于ORB。这些发现支持了该方法在法医调查中的潜在应用,特别是在无法获取DNA、指纹和牙科材料的情况下。

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本文引用的文献

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Automated contour detection in spine radiographs and computed tomography reconstructions for forensic comparative identification.脊柱 X 光片和计算机断层扫描重建中的自动轮廓检测,用于法医比较鉴定。
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A Pilot Study Comparing Postmortem and Antemortem CT for the Identification of Unknowns: Could a Forensic Pathologist Do It?一项比较死后和生前CT用于身份识别的初步研究:法医病理学家能做到吗?
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