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Learning to localize image forgery using boundary-preserving mask R-CNN 学习基于边界保持掩码的R-CNN图像伪造局部化。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-28 DOI: 10.1111/1556-4029.70203
Debjani Chakraborty MTech, Sourav Saha PhD, Biswajit Halder PhD

Digital image manipulation is a growing concern in multimedia security. Many existing forgery detection methods struggle with accurately localizing manipulated regions—especially near boundaries—and often fail to generalize across different manipulation types. To address these challenges, we propose a novel Boundary-Preserving Mask R-CNN framework that enhances detection precision by incorporating boundary-aware features. The model integrates channel attention mechanisms to better capture detailed spatial information and leverages frequency domain features to improve robustness. We evaluated the framework on six diverse benchmark datasets—CASIA V2, Columbia, Carvalho, CoMoFoD, MICC-F220, and CG-1050—covering splicing, copy-move, and compositing manipulations. Extensive preprocessing ensured uniform input, and pixel-level segmentation enabled accurate region detection. Our method demonstrated strong performance across multiple metrics, including accuracy, precision, recall, F1-score, IoU, and AUC. These results highlight its potential as a reliable tool for digital forensics and investigative applications.

数字图像处理是多媒体安全中日益受到关注的问题。许多现有的伪造检测方法都难以准确定位被操纵区域——尤其是靠近边界的区域——而且往往无法推广到不同的操纵类型。为了解决这些挑战,我们提出了一种新的边界保持掩模R-CNN框架,该框架通过结合边界感知特征来提高检测精度。该模型集成了通道注意机制,以更好地捕获详细的空间信息,并利用频域特征来提高鲁棒性。我们在六个不同的基准数据集(casia V2、Columbia、Carvalho、CoMoFoD、mic - f220和cg -1050)上评估了该框架,涵盖了拼接、复制-移动和合成操作。广泛的预处理确保了均匀的输入,像素级分割使精确的区域检测成为可能。我们的方法在多个指标上表现出色,包括准确性、精密度、召回率、f1分数、IoU和AUC。这些结果突出了它作为数字取证和调查应用的可靠工具的潜力。
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引用次数: 0
FHL2 DNA methylation in tooth root surfaces as a tool for age estimation 牙根表面FHL2 DNA甲基化作为年龄估计的工具。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-28 DOI: 10.1111/1556-4029.70210
Hiroko Oka DDS, PhD, Tomohiko Akazaki DDS, PhD, Mutsumi Miyauchi DDS, PhD, Masae Kitagawa DDS, PhD

Age-at-death estimation is critical in forensic investigations, particularly for skeletal and dental remains. Accurate age estimation is essential for constructing biological profiles in forensic investigations. DNA methylation, particularly in age-related genes such as FHL2, has emerged as a promising epigenetic marker for this purpose. While previous studies have applied methylation assays to the entire tooth, these methods often result in the destruction of the dental structures. In this study, we assessed whether FHL2 methylation levels measured using methylation-sensitive high-resolution melting (MS-HRM) in root surface samples could serve as a reliable marker for age estimation in Japanese individuals. Samples were collected from the root surfaces of extracted third molars using one to three strokes with a dental scaler, primarily obtaining cementum or cementum with minor dentin content. MS-HRM analysis was performed using primers previously validated for saliva and blood. The FHL2 methylation scores were significantly correlated with chronological age, despite the use of non-fresh samples stored at room temperature. Notably, the methylation levels were unaffected by self-reported coffee consumption and smoking habits. Additionally, while alveolar bone resorption status was associated with both age and methylation scores, it did not alter the strength of this correlation. Although a regression formula derived from FHL2 alone yielded low accuracy, these results suggest that root surface methylation data may be valuable for age estimation, particularly when combined with additional genetic markers. This minimally invasive method preserves tooth morphology and may be applicable even in decomposed remains, offering practical advantages in forensic contexts.

估计死亡年龄在法医调查中至关重要,特别是对骨骼和牙齿遗骸。准确的年龄估计是法医调查中构建生物图谱的必要条件。DNA甲基化,特别是与年龄相关的基因,如FHL2,已经成为一种很有前途的表观遗传标记。虽然以前的研究已经将甲基化分析应用于整个牙齿,但这些方法通常会导致牙齿结构的破坏。在这项研究中,我们评估了使用甲基化敏感高分辨率熔化(MS-HRM)在根表面样品中测量的FHL2甲基化水平是否可以作为日本个体年龄估计的可靠标记。在拔出的第三磨牙根表面,用牙鳞器划一至三下采集样本,主要获得牙骨质或含少量牙本质的牙骨质。MS-HRM分析使用先前在唾液和血液中验证过的引物进行。FHL2甲基化评分与实足年龄显著相关,尽管使用的是在室温下储存的非新鲜样品。值得注意的是,甲基化水平不受自我报告的咖啡消费量和吸烟习惯的影响。此外,虽然牙槽骨吸收状态与年龄和甲基化评分相关,但这并没有改变这种相关性的强度。尽管仅由FHL2推导出的回归公式准确性较低,但这些结果表明,根表面甲基化数据可能对年龄估计有价值,特别是当与其他遗传标记结合使用时。这种微创方法保留了牙齿形态,甚至可以适用于腐烂的遗骸,在法医环境中提供了实用的优势。
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引用次数: 0
A novel method for extracting forensic evidence from aluminum foil that has been used as part of a “foil impressioning” kit, using toolmarks comparison techniques 一种从铝箔中提取法医证据的新方法,该方法已被用作“铝箔印痕”工具包的一部分,使用工具标记比较技术。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-28 DOI: 10.1111/1556-4029.70211
Ayal Aronson MSc, Roman Pertsev PhD, Amit Cohen MSc

The “Foil Impressioning” kit is a common lockpicking tool for pin-tumbler locks. Using this kit includes assembling a shaped and grooved aluminum foil onto a blank key and inserting it into the keyhole. The lock can be opened by jiggling the tool both clockwise and counter-clockwise. At the end of the process, when the tool is removed, the foil may break off and get stuck in the keyhole. Although the suspect's DNA can be extracted from the foil, in several cases the suspects argued in court that someone else used a recycled aluminum foil that they had previously used for an innocent purpose, such as wrapping a sandwich. This study shows that there are differences in the manufacturing process of the foils that were purchased as “ready for use” (“pre-shaped and grooved foils”) compared with foils that were “manually shaped and grooved” using the “manual tool” which is part of the kit. The suspects' arguments can be ruled out by forensically proving that the foils were purchased as “ready for use.” The study also shows how toolmarks can be used to forensically link, by subclass characteristics, foils seized in the suspect's possession to those found at the crime scene. Thus, the evidence against the suspect is corroborated.

“箔印”套件是一种常见的开锁工具,用于pin-tumbler锁。使用这个工具包包括组装一个形状和槽铝箔到一个空白的钥匙,并将其插入钥匙孔。锁可以通过顺时针和逆时针摇动工具来打开。在过程结束时,当工具被移除时,箔可能会脱落并卡在钥匙孔中。虽然可以从铝箔纸中提取嫌疑人的DNA,但在一些案件中,嫌疑人在法庭上辩称,其他人使用了回收的铝箔纸,而他们之前曾将其用于无辜的目的,比如包装三明治。这项研究表明,与使用套件中的“手动工具”进行“手动成型和开槽”的箔相比,购买的“准备使用”箔(“预成型和开槽箔”)的箔在制造过程中存在差异。通过法医证据证明,这些箔片是在“准备使用”时购买的,可以排除嫌疑人的论点。该研究还展示了工具印如何通过子类特征,在法医上将嫌疑人身上缴获的金属箔与犯罪现场发现的金属箔联系起来。因此,对嫌疑犯不利的证据得到了证实。
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引用次数: 0
The effects of taphonomic color alteration upon skeletal recovery rates during surface searches 在表面搜索中,埋藏学颜色改变对骨骼恢复率的影响。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-28 DOI: 10.1111/1556-4029.70201
Danielle C. McCallister MS, Tara L. Moore PhD, James T. Pokines PhD

Previous research shows that even expert-level recovery teams can miss osteological evidence. The present research examined recovery rates and distances using dispersed nonhuman (pig [Sus scrofa], white-tailed deer [Odocoileus virginianus], and mule deer [O. hemionus]) bones with different taphonomic color alteration. Searching was done by a Special Emergency Response Team of the Massachusetts State Police during researcher-guided walk-throughs in a simulated outdoor surface scene. The authors hypothesized that sun-bleached bones would be recognized from the greatest distances due to their starker contrast from natural leaf litter as opposed to control bones or those with soil/decomposition staining. The control sample was unaltered, dry bone without significant staining, and the stained bones had variable brown color from decomposition and/or shallow burial. The sun-bleached bones were spotted at an average distance of 8.76 m ± 7.75 m, while soil/decomposition-stained bones were spotted at 4.09 m ± 2.79 m and the control sample at 6.73 m ± 5.40 m. As determined by a two-way ANOVA test, the interaction between bone color and distance was significant (p < 0.001). Sun-bleached bones had a 100.0% recovery rate (60/60), control bones 96.7% (58/60), and soil/decomposition-stained bones 70.0% (42/60). In addition, bone type also had a statistically significant effect on distance (p < 0.001), and therefore the likelihood of being recovered. Even expert-level recovery teams can miss osteological evidence during surface searches, with natural bone camouflage factoring into recovery success rates. As a result, increased training and education surrounding taphonomically altered bones is necessary for all personnel involved in forensic surface searching.

先前的研究表明,即使是专家级的恢复团队也可能错过骨骼学的证据。本研究利用分散的非人类(猪[Sus scrofa],白尾鹿[Odocoileus virginianus]和骡鹿[O.])考察了恢复率和距离。[Hemionus])的骨骼具有不同的地理颜色变化。在研究人员的指导下,马萨诸塞州警察的一个特别紧急反应小组在模拟的室外地面场景中进行了搜索。作者假设,晒白的骨头可以从最远的距离识别出来,因为它们与自然凋落叶形成鲜明的对比,而不是对照骨骼或土壤/分解染色的骨骼。对照样品未改变,干骨无明显染色,染色的骨因分解和/或浅埋而呈变化的棕色。晒白骨的平均发现距离为8.76 m±7.75 m,土壤/分解染色骨的平均发现距离为4.09 m±2.79 m,对照标本的平均发现距离为6.73 m±5.40 m。经双因素方差分析(ANOVA)检验,骨色与距离之间的相互作用显著(p
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引用次数: 0
Recognition/Appreciation of JFS Guest Reviewers—2024 JFS特邀评审员表彰/感谢-2024。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-28 DOI: 10.1111/1556-4029.70200
Michael A. Peat Ph.D.
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引用次数: 0
Correction to “Use of laser-scanning confocal microscopy in the detection of diagenesis in bone” 对“使用激光扫描共聚焦显微镜检测骨成岩作用”的修正。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-26 DOI: 10.1111/1556-4029.70213

Smith AC, Watamaniuk L, Rogers TL. Use of laser-scanning confocal microscopy in the detection of diagenesis in bone. J Forensic Sci. 2022;67(1):92–101. https://doi.org/10.1111/1556-4029.14902

Lelia Watamaniuk's affiliation incorrectly appeared as ‘Department of Anthropology, McMaster University, Hamilton, Ontario, Canada’. Her correct affiliation is Department of Anthropology, University of Toronto–Mississauga, Mississauga, Ontario, Canada.

We apologize for this error.

李建平,李建平,李建平,等。激光扫描共聚焦显微技术在骨成岩作用检测中的应用。法医学学报,2010;37(1):92-101。https://doi.org/10.1111/1556-4029.14902Lelia Watamaniuk的隶属关系错误地显示为“加拿大安大略省汉密尔顿市麦克马斯特大学人类学系”。她的正确归属是加拿大安大略省密西沙加市多伦多大学密西沙加分校人类学系。我们为这个错误道歉。
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引用次数: 0
Patch-based latent fingerprint recognition: A novel approach for reliable identification of partial prints 基于贴片的潜在指纹识别:一种可靠识别部分指纹的新方法。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-26 DOI: 10.1111/1556-4029.70204
Ritika Dhaneshwar PhD, Mandeep Kaur PhD, Manvjeet Kaur PhD, Varun Gupta PhD

Latent fingerprints, that are imperative for forensic investigations, are seldom uplifted perfectly. These unintentional impressions left at crime sites are mostly partial with insufficient features that are not suitable for recognition. Further, the existing acquisition approaches rely on the single-shot touch-based capturing mechanism wherein the reagents are physically applied to the crucial evidence for examination. The current paper presents an Automated Patch-based Latent Fingerprint Recognition System for reliable recognition based on partial samples. The experiments were conducted on the samples digitally captured using the touchless Reflected Ultra Violet Imaging System (RUVIS) equipment that can uplift multiple instances of evidence with high resolution. The proposed patch estimation algorithm identifies features to counter manual minutiae matching for estimating optimal patch size. Classical and Generative Adversarial Networks-based augmentations were applied to simulate prints from a realistic crime site and deep feature extraction, respectively. The recognition capability of partial samples is then evaluated for different shallow and deep learning models, where the VGG16 and ResNet50 architectures outperformed. After fine-tuning, the configured model achieved the maximum accuracy of 96% with ResNet50 as the backbone architecture and multiclass SVM as the subject classifier. Weighted average fusion further improved the accuracy by ~2%. The existing patch-based recognition approaches cite accuracy between 68% and 84% on different benchmark data sets. However, the proposed model achieved an accuracy of 98% on the RUVIS data set and 96% when validated on the standard NISTSD27 data set, indicating better generalizability.

对法医调查至关重要的潜在指纹很少被完美地提升。这些在犯罪现场留下的非故意印记大多是局部的,特征不充分,不适合识别。此外,现有的获取方法依赖于单次触控捕获机制,其中试剂被物理地应用于用于检查的关键证据。本文提出了一种基于局部样本的自动指纹识别系统。实验是在使用非接触式反射紫外线成像系统(RUVIS)设备数字捕获的样品上进行的,该设备可以以高分辨率提升多个证据实例。提出的补丁估计算法识别特征以对抗人工细节匹配以估计最优补丁大小。基于经典和生成对抗网络的增强分别用于模拟真实犯罪现场的指纹和深度特征提取。然后对不同的浅层和深度学习模型评估部分样本的识别能力,其中VGG16和ResNet50架构表现更好。经过微调后,配置的模型以ResNet50为主干架构,以多类SVM为主题分类器,准确率达到96%的最大值。加权平均融合进一步提高了精度约2%。现有的基于补丁的识别方法在不同的基准数据集上的准确率在68%到84%之间。然而,该模型在RUVIS数据集上的准确率为98%,在标准NISTSD27数据集上的准确率为96%,表明了更好的泛化性。
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引用次数: 0
Interpretation of bloodstain patterns on fabrics 对织物上血迹图案的解释。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-21 DOI: 10.1111/1556-4029.70202
Koray Büyükatak MD, Veysel Osman Soğukpınar MD, Murat Nihat Arslan MD, Bülent Şam MD

This study investigates factors causing distortions in bloodstain patterns on various types of fabric that may be present at crime scenes or worn by individuals involved. The aim was to provide a foundation for interpreting bloodstain evidence through visual comparisons. An experimental design was applied across seven fabric types and one control surface (A4 paper) using a four-stage process to simulate bloodstain formation. Blood droplets were applied to each surface, and the resulting stains were examined both macroscopically and microscopically in terms of their size, shape, and pattern characteristics. The study demonstrated that identical physical impacts produce different stain appearances depending on surface texture and absorbency. These differences can significantly affect the accuracy of reconstructing impact angles or source positions, especially when distortions such as irregular edges or satellite stains are present. Furthermore, the research highlighted specific visual cues that distinguish between spatter, transfer (wiping, smearing), and passive drip patterns, even when they appear similar. A key finding is that experimental bloodstains used for comparative purposes should be produced on the same fabric type to ensure valid interpretation. The study concludes that accurate analysis requires comprehensive consideration of factors, such as fabric material, texture, moisture content, blood properties, and environmental conditions.

这项研究调查了导致各种类型的织物上的血迹图案扭曲的因素,这些织物可能出现在犯罪现场或被涉及的个人穿过。其目的是为通过视觉比较来解释血迹证据提供基础。实验设计应用于七种织物类型和一个对照面(A4纸),采用四阶段过程来模拟血迹的形成。将血滴应用于每个表面,并根据其大小,形状和图案特征对所得污渍进行宏观和微观检查。研究表明,相同的物理冲击会产生不同的污渍外观,这取决于表面纹理和吸收能力。这些差异会显著影响重建冲击角度或源位置的准确性,特别是当存在不规则边缘或卫星污渍等畸变时。此外,该研究强调了区分飞溅、转移(擦拭、涂抹)和被动滴注模式的特定视觉线索,即使它们看起来相似。一个关键的发现是,用于比较目的的实验血迹应该在同一种织物上产生,以确保有效的解释。该研究得出结论,准确的分析需要综合考虑织物材料、质地、含水量、血液特性和环境条件等因素。
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引用次数: 0
Vicarious trauma, burnout, psychological flexibility, and self-care among forensic psychology expert witnesses 法医心理学专家证人的替代性创伤、倦怠、心理灵活性和自我照顾。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-21 DOI: 10.1111/1556-4029.70206
Mariah L. Laster MA, Reuben Philip MA, Amanda T. Mitchell MA, David R. Brandwein PsyD

Constant exposure to trauma survivors can cause secondary trauma, also known as vicarious trauma (VT). Previous research revealed that VT affects psychologists and attorneys, although there is limited research pertaining to VT and psychologists who work in the field of law as expert witnesses. The current study examines the degree to which forensic psychology expert witnesses experience VT as well as the roles of psychological flexibility (PF), self-care, and burnout. Data were obtained from 83 forensic psychology expert witnesses through four self-report measures: Vicarious Trauma Scale, Mindful Self-Care Scale – Brief, Acceptance and Action Questionnaire, and Maslach Burnout Inventory-Human Services Survey. The study found that PF, self-care, and burnout are associated with the severity of VT. It also revealed that PF mediates the relationship between VT and burnout; however, no support was found for self-care mediating the relationship between VT and burnout. It is likely that self-care is subsumed by the construct of PF (as improving one's PF can lead to increases in self-care behavior). Overall, this research underscores the need for forensic psychology expert witnesses to continue fostering their PF and making time for self-care activities to minimize the risk of burnout as the result of VT.

持续接触创伤幸存者会导致继发性创伤,也称为替代性创伤(VT)。先前的研究表明,VT会影响心理学家和律师,尽管关于VT和作为专家证人在法律领域工作的心理学家的研究有限。本研究考察了法医心理学专家证人经历VT的程度,以及心理灵活性(PF)、自我照顾和倦怠的作用。通过替代性创伤量表、正念自我照顾量表-简要表、接受与行动问卷和Maslach职业倦怠量表-人类服务调查四种自述量表对83名法医心理学专家证人进行数据采集。研究发现,PF、自我照顾和倦怠与VT严重程度相关,PF在VT和倦怠之间起中介作用;然而,没有发现自我照顾在VT和倦怠之间起到中介作用。自我照顾很可能包含在人格特质的建构中(因为改善人格特质可以导致自我照顾行为的增加)。总的来说,这项研究强调了法医心理学专家证人需要继续培养他们的人格障碍,并腾出时间进行自我护理活动,以尽量减少因人格障碍而导致的倦怠风险。
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引用次数: 0
Addressing the mental health needs of non-sworn crime scene investigators: Vicarious trauma and the consequences of structural neglect 解决未宣誓犯罪现场调查员的心理健康需求:替代性创伤和结构性忽视的后果。
IF 1.8 4区 医学 Q2 MEDICINE, LEGAL Pub Date : 2025-10-21 DOI: 10.1111/1556-4029.70205
Jonesta Nolan MS

Non-sworn crime scene investigators (CSIs) are routinely exposed to violent and traumatic material, yet their mental health needs remain underrecognized and underserved. This commentary draws on peer-reviewed literature documenting vicarious trauma, operational stress, and organizational neglect among forensic professionals and first responders, together with practitioner accounts illustrating barriers in access, cultural fit, and confidentiality. These two evidence streams form the basis for examining gaps in current wellness models. Findings indicate that existing supports—such as Employee Assistance Programs, peer support teams, and debriefings—are inconsistently available to CSIs and often lack cultural relevance, limiting their effectiveness. In response, targeted, agency-level recommendations are outlined: explicitly include CSIs in wellness policies; recruit and train CSI peer supporters; partner with culturally competent clinicians; provide role-specific coping and resilience training; monitor workload and exposure; involve families; and ensure confidential pathways to care. Further emphasis is the need to evaluate these interventions before, during, and after implementation to determine which approaches provide the greatest benefit. Addressing the mental health of non-sworn CSIs is essential to workforce sustainability, investigative quality, and the overall integrity of forensic science.

未宣誓的犯罪现场调查员(csi)经常接触暴力和创伤材料,但他们的心理健康需求仍然没有得到充分认识和服务。这篇评论借鉴了同行评议的文献,记录了法医专业人员和急救人员之间的替代性创伤、操作压力和组织忽视,以及从业人员的描述,说明了准入障碍、文化契合度和保密性。这两个证据流构成了审查当前健康模式差距的基础。研究结果表明,现有的支持——如员工援助计划、同伴支持团队和汇报——对战略研究中心来说并不一致,而且往往缺乏文化相关性,限制了它们的有效性。为此,概述了有针对性的机构级建议:明确将csi纳入健康政策;招募和培训CSI同伴支持者;与具有文化能力的临床医生合作;提供针对特定角色的应对和恢复力培训;监测工作量和暴露;涉及家庭;并确保获得护理的保密途径。进一步强调需要在实施之前、期间和之后对这些干预措施进行评估,以确定哪些方法能提供最大的效益。解决未宣誓就职的犯罪现场调查人员的心理健康问题对劳动力的可持续性、调查质量和法医科学的整体完整性至关重要。
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引用次数: 0
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Journal of forensic sciences
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