用于刑事鉴定的乳头-乳晕复合体

Wojciech Michal Matkowski, Krzysztof Matkowski, A. Kong, C. Hall
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引用次数: 0

摘要

在数字和多媒体取证中,基于数字证据图像识别儿童性犯罪者是非常具有挑战性的,因为犯罪者的面部或其他明显特征(如纹身)被遮挡、覆盖或根本看不见。然而,其他裸露的身体部位,如胸部仍然可见。一些研究人员提出了皮肤痕迹、皮肤纹理、静脉或雄激素毛发模式来识别罪犯和受害者。没有可用的研究乳头乳晕复合体(NAC)罪犯识别。本文以NTU-Nipple-v1数据集为基础,研究了基于NAC的犯罪者识别方法,该数据集包含428个不同男性乳头乳晕的2732张图像。在提供的数据集上评估了流行的深度学习和手工识别方法。结果表明,NAC可以作为罪犯识别的有用特征。
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The Nipple-Areola Complex for Criminal Identification
In digital and multimedia forensics, identification of child sexual offenders based on digital evidence images is highly challenging due to the fact that the offender’s face or other obvious characteristics such as tattoos are occluded, covered, or not visible at all. Nevertheless, other naked body parts, e.g., chest are still visible. Some researchers proposed skin marks, skin texture, vein or androgenic hair patterns for criminal and victim identification. There are no available studies of nipple-areola complex (NAC) for offender identification. In this paper, we present a study of offender identification based on the NAC, and we present NTU-Nipple-v1 dataset, which contains 2732 images of 428 different male nipple-areolae. Popular deep learning and hand-crafted recognition methods are evaluated on the provided dataset. The results indicate that the NAC can be a useful characteristic for offender identification.
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