The results of the evaluation show that Algorithm C (measuring the width of an object starting with the height of the image adjusting half of the height of the object in the image) is the best algorithm with deviation value of 1.85% of the height and 8.87% of the weight, while the system accuracy rate in determining the ideal body weight has reached 78.7%. Third, conducting unit convertion, and fourth, proposing several algorithms to calculate the height and weight used to determine the ideal body weight. Second, analyzing the edge detection algorithm. First, performing an analysis of the calculation of the derived formulas. There are four stages to determine the weight and height based on the image. The data used in this study are human photos, body weight and height. Then the image is processed by using digital image processing and by using certain algorithms, so it may conclude the person's ideal weight category. The camera is used to capture the image of the human body. One way is to use an Android smartphone camera. According to researchers, this is less practical, so it needs to make a tool that can be used to determine ideal body weight more practically. The body mass index can be calculated by dividing the height by the square of the body weight. Our findings shed light on an understanding of how actually body features are related to objective individual performance in a competitive context.Ĭlassification of human weight can be determined by body mass index. For longer tasks, however, people with Class III (severe) obesity outperformed all others, and their advantage increased with task duration. The sample includes 821 players and 127,533 player performance observations.įor shorter tasks, individuals with normal weight performed better than individuals with obesity. Using data from the realm of competitive video gaming (eSports) and image recognition-based metric of body mass index metric derived from artificial intelligence, we examine the individual performance depending on weight. Negative stereotypes about people with obesity still hold even when they are irrelevant in tasks that require little physical activity. The study considers the problem of the inclusion of people with obesity in the context of the growing role of computer-based work. The simulation results demonstrate that the proposed model achieves state-of-the-art performance when compared with benchmark methods. To verify the effectiveness of the proposed model, we evaluated it using a public dataset. To produce final results, the proposed ensemble model utilizes multiple k-nearest neighbor classifiers trained using anthropometric features measured over several different time periods. This approach enables our proposed ensemble model to obtain robust and accurate BMI classification results. In contrast, we controlled the window used to measure anthropometric features over short/mid/long-term periods. Thus, traditionally, anthropometric features are measured over a long period. Average values are generally calculated for all frames because the length of body parts and the subject height vary over time, as a result of the inaccuracy in pose estimation. Traditionally, anthropometric features, including the average length of each body part and average height, have been utilized for this kind of classification. It provides a rough guide since the BMI doesn't take into account a persons build or the composition of the body weight.In this study, we performed skeleton-based body mass index (BMI) classification by developing a unique ensemble learning method for human healthcare. The BMI calculator can be used to assist your healthy diet as well.īMI is Body Mass Index is defined as the body weight divided by the square of the height. Control your weight with the BMI calculator. Use the BMI Calculator to reduce body fat and lose weight. Using the BMI calculator will help you reach a healthy lifestyle. Meters and centimeters can be used in the body mass index calculator as well but conventions are needed. Body Mass Index or BMI is used by doctors around the world to evaluate if a person is at the optimum weight for his or her height. The BMI calculator result can be used on a BMI chart to find the healthiest weight for the user. The BMI calculator uses the most common BMI formula in America. The BMI calculator shows if the calculated BMI is in the considered range of underweight, normal weight, overweight, and obese. This app is used to calculate BMI of both men and women. Calculates BMI using your height and weight Simple easy to use app that calculates you body mass index (BMI).
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