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The human body is detected with the help of the Mediapipe library. Then, using the mathematical methods applied, it is determined how much the exercise count is done.

License: Apache License 2.0

Jupyter Notebook 95.72% Python 4.28%
ai computer-vision image-processing tensorflow mediapipe python deep-learning machine-learning artificial-intelligence python3 sport keras

sport-with-ai's Introduction

Sport With AI

The human body is detected with the help of the Mediapipe library. Then, using the mathematical methods applied, it is determined how much the exercise count is done.

Sit-Up Exercise

Sit-Up

Video: https://www.youtube.com/watch?v=aQh52cRfH-w

The sit-up is an abdominal endurance training exercise to strengthen, tighten and tone the abdominal muscles. It is similar to a crunch, but sit-ups have a fuller range of motion and condition additional muscles.

python main.py -t sit-up -vs videos/sit-up.mp4

Pull-Up Exercise

Pull-Up

Video: https://www.youtube.com/watch?v=8hkTMATEuUc

A pull-up is an upper-body strength exercise. The pull-up is a closed-chain movement where the body is suspended by the hands and pulls up. As this happens, the elbows flex and the shoulders adduct and extend to bring the elbows to the torso.

python main.py -t pull-up -vs videos/pull-up.mp4

Push-Up Exercise

Push-Up

Video: https://www.youtube.com/watch?v=IGjHIXAZAak

A push-up is a common calisthenics exercise beginning from the prone position. By raising and lowering the body using the arms, push-ups exercise the pectoral muscles, triceps, and anterior deltoids, with ancillary benefits to the rest of the deltoids, serratus anterior, coracobrachialis and the midsection as a whole.

python main.py -t push-up -vs videos/push-up.mp4

Squat Exercise

Squat

Video: https://www.youtube.com/watch?v=iQrXRTk7KE0

A squat is a strength exercise in which the trainee lowers their hips from a standing position and then stands back up. During the descent of a squat, the hip and knee joints flex while the ankle joint dorsiflexes; conversely the hip and knee joints extend and the ankle joint plantarflexes when standing up.

python main.py -t squat -vs videos/squat.mp4

Walking Exercise

Walking

Video: https://www.youtube.com/watch?v=pPTeSd_GXoc

python main.py -t walk -vs videos/walk.mp4

If you want to detect your movements live with your webcam, you can run the code line below.

python main.py -t sit-up
# or python main.py -t pull-up
# or python main.py -t push-up
# or python main.py -t squat
# or python main.py -t walk

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