Performance of the supervised learning algorithms in sex estimation of the proximal femur: A comparative study in contemporary Egyptian and Turkish samples

MAH Attia, MH Attia, YT Farghaly, BAES Abulnoor… - Science & Justice, 2022 - Elsevier
Sex estimation standards are population specific however, we argue that machine learning
techniques (ML) may enhance the biological sex determination on trans-population …

Sex estimation from long bones: a machine learning approach

S Knecht, F Santos, Y Ardagna, V Alunni… - International Journal of …, 2023 - Springer
Sex estimation from skeletal remains is one of the crucial issues in forensic anthropology.
Long bones can be a valid alternative to skeletal remains for sex estimation when more …

[PDF][PDF] Sex estimation by femur in modern Thai population

T Monum, S Prasitwattanseree, S Das, P Siriphimolwat… - Clin Ter, 2017 - seu-roma.it
Sex estimation is an important step of postmortem investigation and the femur is a useful
bone for sex estimation by using metric analysis method. Even though there have been a …

Sex determination from the femur in Portuguese populations with classical and machine-learning classifiers

F Curate, C Umbelino, A Perinha, C Nogueira… - Journal of Forensic and …, 2017 - Elsevier
The assessment of sex is of paramount importance in the establishment of the biological
profile of a skeletal individual. Femoral relevance for sex estimation is indisputable …

Advancements in sex estimation using the diaphyseal cross-sectional geometric properties of the lower and upper limbs

A Bertsatos, N Garoufi, ME Chovalopoulou - International Journal of Legal …, 2021 - Springer
This paper introduces an automated method for estimating sex from the lower and upper
limbs based on diaphyseal CSG properties. The proposed method was developed and …

A comparison between neural network and other metric methods to determine sex from the upper femur in a modern French population

P Du Jardin, J Ponsaillé, V Alunni-Perret… - Forensic science …, 2009 - Elsevier
Forensic anthropologists are frequently asked to assess partial or badly damaged skeletal
remains. One such request led us to compare the predictive accuracy of different …

Comparing discriminant analysis and neural network for the determination of sex using femur head measurements

V Alunni, P du Jardin, L Nogueira, L Buchet… - Forensic science …, 2015 - Elsevier
The measurement of the femoral head is usually considered an interesting variable for the
sex determination of skeletal remains. To date, there are few published reference …

A fully automated sex estimation for proximal femur X-ray images through deep learning detection and classification

Y Li, C Niu, J Wang, Y Xu, H Dai, T Xiong, D Yu, H Guo… - Legal Medicine, 2022 - Elsevier
Purpose To develop a fully automated deep learning pipeline using digital radiographs to
detect the proximal femur region for accurate automated sex estimation. Method Radiograph …

A new computer-tomography-based method of sex estimation: Development of Turkish population-specific standards

O Gulhan, K Harrison, A Kiris - Forensic science international, 2015 - Elsevier
The identification of victims involved in mass fatality incidents has become an increasingly
important issue nowadays, and identification of unknown individuals is an important aspect …

A new method for sex estimation based on femoral cross-sectional geometry measurements and its validation using recent and ancient populations

S Francis, Y Makoviychuck, L Chavoinik… - International Journal of …, 2023 - Springer
Estimating sex is a fundamental task in biological and forensic anthropology. This study
aimed to develop new methods for sex estimation based on femoral cross-sectional …