Redirigiendo al acceso original de articulo en 16 segundos...
Inicio  /  Algorithms  /  Vol: 16 Par: 3 (2023)  /  Artículo
ARTÍCULO
TITULO

Human Body Shapes Anomaly Detection and Classification Using Persistent Homology

Steve de Rose    
Philippe Meyer and Frédéric Bertrand    

Resumen

Accurate sizing systems of a population permit the minimization of the production costs of the textile apparel industry and allow firms to satisfy their customers. Hence, information about human body shapes needs to be extracted in order to examine, compare and classify human morphologies. In this paper, we use topological data analysis to study human body shapes. Persistence theory applied to anthropometric point clouds together with clustering algorithms show that relevant information about shapes is extracted by persistent homology. In particular, the homologies of human body points have interesting interpretations in terms of human anatomy. In the first place, anomalies of scans are detected using complete-linkage hierarchical clusterings. Then, a discrimination index shows which type of clustering separates gender accurately and if it is worth restricting to body trunks or not. Finally, Ward-linkage hierarchical clusterings with Davies?Bouldin, Dunn and Silhouette indices are used to define eight male morphotypes and seven female morphotypes, which are different in terms of weight classes and ratios between bust, waist and hip circumferences. The techniques used in this work permit us to classify human bodies and detect scan anomalies directly on the full human body point clouds rather than the usual methods involving the extraction of body measurements from individuals or their scans.

 Artículos similares

       
 
Rébaï Soret, Noemie Prea and Vsevolod Peysakhovich    
Attentional orienting is a crucial process in perceiving our environment and guiding human behavior. Recent studies have suggested a forward attentional bias, where faster reactions are observed to spatial cues indicating information appearing in the for... ver más
Revista: Information

 
Maria Pia Ferraz    
It is acknowledged that humans have a diverse and abundant microbial community known as the human microbiome. Nevertheless, our comprehension of the numerous functions these microorganisms have in human health is still in its early stages. Microorganisms... ver más
Revista: Applied Sciences

 
Chao-Jung Lai, Ming-Hsien Hsueh, Cheng-Wen Chang and Tsz-Ming Ip    
Currently, people spend many more hours on smartphones, and the potential impact of phone radiation is receiving more attention. Reducing the impact of a phone?s magnetic field on human health is vital. Although many studies advise changing phone use hab... ver más
Revista: Applied Sciences

 
Andrea Abreu-García, Ricardo M. Souto and Javier Izquierdo    
In this paper, the applicability of Ti6Al7Nb as a more biocompatible alternative for bone and dental implants than Ti6Al4V and pure titanium in terms of corrosion resistance and electrochemical inertness is investigated. The chemical inertness and corros... ver más
Revista: Coatings

 
Faezeh Ghorbanizamani, Hichem Moulahoum, Emine Guler Celik and Suna Timur    
The growing demand for personalized treatments and the constant observation of vital signs for extended periods could positively solve the problematic concerns associated with the necessity for patient control and hospitalization. The impressive developm... ver más
Revista: Applied Sciences