Handheld hyperspectral imaging as a tool for the post-mortem interval estimation of human skeletal remains

被引:2
|
作者
Schmidt, Verena-Maria [1 ]
Zelger, Philipp [2 ]
Woess, Claudia [1 ]
Fodor, Margot [3 ]
Hautz, Theresa [3 ]
Schneeberger, Stefan [3 ]
Huck, Christian Wolfgang [4 ]
Arora, Rohit [5 ]
Brunner, Andrea [6 ]
Zelger, Bettina [6 ]
Schirmer, Michael [7 ]
Pallua, Johannes Dominikus [5 ]
机构
[1] Med Univ Innsbruck, Inst Forens Med, Muellerstr 44, A-6020 Innsbruck, Austria
[2] Med Univ Innsbruck, Univ Clin Hearing Voice & Speech Disorders, Anichstr 35, A-6020 Innsbruck, Austria
[3] Med Univ Innsbruck, Dept Visceral Transplant & Thorac Surg, OrganLifeTM, Innsbruck, Austria
[4] Univ Innsbruck, Inst Analyt Chem & Radiochem, A-6020 Innsbruck, Austria
[5] Med Univ Innsbruck, Dept Orthopaed & Traumatol, Anichstr 35, A-6020 Innsbruck, Austria
[6] Med Univ Innsbruck, Inst Pathol Neuropathol & Mol Pathol, Muellerstr 44, A-6020 Innsbruck, Austria
[7] Med Univ Innsbruck, Dept Internal Med, Clin 2, Anichstr 35, A-6020 Innsbruck, Austria
关键词
Human skeletal remains; Post-mortem interval; Handheld hyperspectral imaging; Digital image analysis; Deep learning; TRANSFORM-INFRARED-SPECTROSCOPY; FORENSIC ANTHROPOLOGY; CITRATE CONTENT; HUMAN-BODY; BONE; TIME; DECOMPOSITION; TISSUE; DEATH; CLASSIFICATION;
D O I
10.1016/j.heliyon.2024.e25844
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In forensic medicine, estimating human skeletal remains' post -mortem interval (PMI) can be challenging. Following death, bones undergo a series of chemical and physical transformations due to their interactions with the surrounding environment. Post -mortem changes have been assessed using various methods, but estimating the PMI of skeletal remains could still be improved. We propose a new methodology with handheld hyperspectral imaging (HSI) system based on the first results from 104 human skeletal remains with PMIs ranging between 1 day and 2000 years. To differentiate between forensic and archaeological bone material, the Convolutional Neural Network analyzed 65.000 distinct diagnostic spectra: the classification accuracy was 0.58, 0.62, 0.73, 0.81, and 0.98 for PMIs of 0 week-2 weeks, 2 weeks-6 months, 6 months-1 year, 1 year-10 years, and >100 years, respectively. In conclusion, HSI can be used in forensic medicine to distinguish bone materials >100 years old from those <10 years old with an accuracy of 98%. The model has adequate predictive performance, and handheld HSI could serve as a novel approach to objectively and accurately determine the PMI of human skeletal remains.
引用
收藏
页数:11
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