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A potential method for sex estimation of human skeletons using deep learning and three-dimensional surface scanning
16 references·9 citing·39 second hop
A potential method for sex estimation of human skeletons using deep learning and three-dimensional surface scanning (2021)A potential method for sex estimation of …Forensic age estimation for pelvic X-ray images using deep learning (2018)Forensic age estimation for p…Performance of a Deep-Learning Neural Network Model in Assessing Skeletal Maturity on Pediatric Hand Radiographs (2017)Performance of a Deep-Learnin…A review of sex estimation techniques during examination of skeletal remains in forensic anthropology casework (2016)A review of sex estimation te…Accuracy and reliability of measurements obtained from computed tomography 3D volume rendered images (2014)Accuracy and reliability of m…Virtual anthropology and forensic identification using multidetector CT (2013)Virtual anthropology and fore…Concordance of traditional osteometric and volume-rendered MSCT interlandmark cranial measurements (2012)Concordance of traditional os…A revised method of sexing the human innominate using Phenice's nonmetric traits and statistical methods (2012)A revised method of sexing th…Variation in the Measurement of Cranial Volume and Surface Area Using 3D Laser Scanning Technology (2010)Variation in the Measurement …Digital forensic osteology: Morphological sexing of skeletal remains using volume-rendered cranial CT scans (2010)Digital forensic osteology: M…Geometric morphometric approach to sex estimation of human pelvis (2009)Geometric morphometric approa…Sexing skulls using discriminant function analysis of visually assessed traits (2008)Sexing skulls using discrimin…Estimation of sex and age of “virtual skeletons”–a feasibility study (2008)Estimation of sex and age of …Greater sciatic notch morphology: Sex, age, and population differences (2005)Greater sciatic notch morphol…Use of the Ventral Arc in Pubic Sex Determination (1991)Use of the Ventral Arc in Pub…The Accuracy of Sex Identification in European Skeletal Remains Using the Phenice Characters (1990)The Accuracy of Sex Identific…A newly developed visual method of sexing the os pubis (1969)A newly developed visual meth…Forensic Radiology: A robust approach to biological profile estimation from bone image analysis using deep learning (2025)Forensic Radiology: A robust …A review of the literature on the applications of machine learning in forensic anthropology (2025)A review of the literature on…Sex estimation from coxal bones using deep learning in a population balanced by sex and age (2024)Sex estimation from coxal bon…Deep learning in sex estimation from knee radiographs – A proof-of-concept study utilizing the Terry Anatomical Collection (2023)Deep learning in sex estimati…Sex determination from lateral cephalometric radiographs using an automated deep learning convolutional neural network (2022)Sex determination from latera…Machine learning and discriminant function analysis in the formulation of generic models for sex prediction using patella measurements (2022)Machine learning and discrimi…Employing deep learning for sex estimation of adult individuals using 2D images of the humerus (2022)Employing deep learning for s…Deep learning and morphometric approach for Sex determination of the lumbar vertebrae in a Thai population (2022)Deep learning and morphometri…Capulanas e macuti – camadas de tecidos, folhas e histórias (2017)Capulanas e macuti – camadas …The human skeleton in forensic medicine (1963)Human Osteology: A Laboratory and Field Manual (1987)Human Skeletal Remains: Excavation, Analysis, Interpretation (1999)Forensic investigation of cranial injuries due to blunt force trauma: current best practice (2015)‘Virtual anthropology’ and radiographic imaging in the Forensic Medical Sciences (2016)Machine learning approaches for sex estimation using cranial measurements (2020)Standards for Data Collection from Human Skeletal Remains (1994)Biological Anthropology of the Human Skeleton (2007)Sex Estimation in Forensic Anthropology: Skull Versus Postcranial Elements (2011)STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT (1986)Standards for Data Collection from Human Skeletal Remains: Proceedings of a Seminar at the Field Museum of Natural History (1994)The Utility of Advanced Imaging in Forensic Anthropology (2016)A Preliminary Investigation into the Accuracy of 3D Modeling and 3D Printing in Forensic Anthropology Evidence Reconstruction, (2018)Virtual forensic anthropology: The accuracy of osteometric analysis of 3D bone models derived from clinical computed tomography (CT) scans (2019)The Measurement of Observer Agreement for Categorical Data (1977)Intraclass correlations: Uses in assessing rater reliability. (1979)A new forensic collection housed at the University of Coimbra, Portugal: The 21st century identified skeletal collection (2014)Metric Methods for the Biological Profile in Forensic Anthropology: Sex, Ancestry, and Stature (2016)Validation and reliability of the sex estimation of the human os coxae using freely available DSP2 software for bioarchaeology and forensic anthropology (2017)A Coefficient of Agreement for Nominal Scales (1960)Bioarchaeology: The Lives and Lifestyles of Past People (2002)Identification of Pathological Conditions in Human Skeletal Remains (2003)New Directions in Bioarchaeology: Recent Contributions to the Study of Human Social Identities (2008)Human Osteology : In Archaeology and Forensic Science (2000)Estimation of sex from sternal measurements in a Western Australian population (2011)The role of forensic anthropology in disaster victim identification (DVI): recent developments and future prospects (2018)RADIOGRAPHIC ATLAS OF SKELETAL DEVELOPMENT OF THE HAND AND WRIST (1959)Assessment of Skeletal Maturity and Prediction of Adult Height (TW2 Method) (1976)The BoneXpert Method for Automated Determination of Skeletal Maturity (2009)Paediatric Bone Age Assessment Using Deep Convolutional Neural Networks (2018)Bone age assessment with various machine learning techniques: A systematic literature review and meta-analysis (2019)Incorporated region detection and classification using deep convolutional networks for bone age assessment (2019)Analysis of sexual dimorphism of craniofacial traits using geometric morphometric techniques (2009)Virtual Determination of Sex: Metric and Nonmetric Traits of the Adult Pelvis from 3D Computed Tomography Models*,† (2011)Morphometric analysis of pelvic sexual dimorphism in a contemporary Western Australian population (2014)A method for visual determination of sex, using the human hip bone (2002)A method for sex estimation using the proximal femur (2016)Sex determination from the femur in Portuguese populations with classical and machine-learning classifiers (2017)Artificial intelligence for sex determination of skeletal remains: Application of a deep learning artificial neural network to human skulls (2019)
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References

  • 1969A newly developed visual method of sexing the os pubis1,621 cited
  • 2008Sexing skulls using discriminant function analysis of visually assessed traits683 cited
  • 2017Performance of a Deep-Learning Neural Network Model in Assessing Skeletal Maturity on Pediatric Hand Radiographs456 cited
  • 2005Greater sciatic notch morphology: Sex, age, and population differences379 cited
  • 2016A review of sex estimation techniques during examination of skeletal remains in forensic anthropology casework358 cited
  • 2012A revised method of sexing the human innominate using Phenice's nonmetric traits and statistical methods318 cited
  • 2014Accuracy and reliability of measurements obtained from computed tomography 3D volume rendered images201 cited
  • 2009Geometric morphometric approach to sex estimation of human pelvis170 cited
  • 2010Digital forensic osteology: Morphological sexing of skeletal remains using volume-rendered cranial CT scans163 cited
  • 2013Virtual anthropology and forensic identification using multidetector CT148 cited
  • 2010Variation in the Measurement of Cranial Volume and Surface Area Using 3D Laser Scanning Technology140 cited
  • 2008Estimation of sex and age of “virtual skeletons”–a feasibility study134 cited
  • 1991Use of the Ventral Arc in Pubic Sex Determination131 cited
  • 2012Concordance of traditional osteometric and volume-rendered MSCT interlandmark cranial measurements

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97 cited
  • 1990The Accuracy of Sex Identification in European Skeletal Remains Using the Phenice Characters85 cited
  • 2018Forensic age estimation for pelvic X-ray images using deep learning84 cited
  • Cited by

    • 2025Forensic Radiology: A robust approach to biological profile estimation from bone image analysis using deep learning27 cited
    • 2022Machine learning and discriminant function analysis in the formulation of generic models for sex prediction using patella measurements21 cited
    • 2022Sex determination from lateral cephalometric radiographs using an automated deep learning convolutional neural network20 cited
    • 2022Deep learning and morphometric approach for Sex determination of the lumbar vertebrae in a Thai population18 cited
    • 2022Employing deep learning for sex estimation of adult individuals using 2D images of the humerus17 cited
    • 2023Deep learning in sex estimation from knee radiographs – A proof-of-concept study utilizing the Terry Anatomical Collection16 cited
    • 2025A review of the literature on the applications of machine learning in forensic anthropology15 cited
    • 2024Sex estimation from coxal bones using deep learning in a population balanced by sex and age13 cited
    • 2017Capulanas e macuti – camadas de tecidos, folhas e histórias4 cited