ABSTRACT
BACKGROUND: Bone age assessment (BAA) is a radiological process with the aim of identifying growth disorders in children. The objective of this study is to assess the bone age of Iranian children in an automatic manner. METHODS: In this context, three computer vision techniques including histogram of oriented gradients (HOG), local binary pattern (LBP), and scale-invariant feature transform (SIFT) are applied to extract appropriate features from the carpal and epiphyseal regions of interest. Two different datasets are applied here: the University of Southern California hand atlas for training this computer-aided diagnosis (CAD) system and Iranian radiographs for evaluating the performance of this system for BAA of Iranian children. In this study, the concatenation of HOG, LBP, and dense SIFT feature vectors and background subtraction are applied to improve the performance of this approach. Support vector machine (SVM) and K-nearest neighbor are used here for classification and the better results yielded by SVM. RESULTS: The accuracy of female radiographs is 90% and of male is 71.42%. The mean absolute error is 0.16 and 0.42 years for female and male test radiographs, respectively. Cohen's kappa coefficients are 0.86 and 0.6, P < 0.05, for female and male radiographs, respectively. The results indicate that this proposed approach is in substantial agreement with the bone age reported by the experienced radiologist. CONCLUSION: This approach is easy to implement and reliable, thus qualified for CAD and automatic BAA of Iranian children.
ABSTRACT
The epidemic of deaths by homicide affects every society around the world and represents a major public health crisis. Detailed information on the characteristics of homicides victims from Islamic countries is limited. This article presents forensic epidemiological data on homicides in Isfahan, Iran, during 2013-2015. Isfahan has a population of more than 5 million and 69,387 deaths with 246 homicides between 2013 and 2015. Most victims were male (73%), between the ages of 15 to 29 years (39.5%), married (54%), and employed (54%). The relationship between the actor and the victims showed that 12% were married, 15% friends, 25% strangers, and 47% others or unknown. The most frequent method of homicides was by stabbing (45%), followed by firearms (23%), strangulation (14%), and blunt force trauma (7%). The top 3 methods among males were stabbing, firearms, and strangulation, whereas among females, it was stabbing, strangulation, and by other methods. There was no significant effect on homicide rates by month, weekday, or temperature. Investigators examining deaths in Muslin countries must understand and adjust for the culture, norms, and religious ideology.
