Abstract:
"Obesity is one of the most dangerous diseases that could happen to someone, this occurs
from inheritance or environmental factors but mainly as a result of eating disorders with the lack of physical activities involved. Obesity is considered dangerous as it could reduce life expectancy or be the risk of other diseases that involves but is not limited to, heart disease, diabetes, high blood pressure, and certain cancer. However, this complex disease can be tackled by progressive weight loss through a healthier diet and following a proper exercising schedule. Several problems cause an individual to not focus on exercising, beginning with motivation, affordability, and time. Motivation is possibly the biggest problem as they struggle with exercising and focusing on a healthier diet plan isn’t easy for someone that’s used to having an eating disorder. Affordability is another problem, for those that cannot afford the resources for working out. Time involves the lack of space in their schedule to fit in a workout plan and adhere to it, this may be due to various personal reasons like work or education.
A system that allows the health and fitness enthusiast to classify the body type to recognize
who is at the risk of obesity and have a proper workout plan that strictly focuses on the progressive weight loss journey with calisthenics workouts for their body predicted for them through deep learning-based body type classification with convolutional neural network (CNN).
This research is conducted to evaluate these problems and introduce a solution that tackles
the aforementioned problems through deep learning. This is not the final phase of the research conducted and can further be improved by implementing new features or working out a different approach compared to what the author had done. The possibilities are limitless and the system can be further improved in terms of research and development."
