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Yoga-Pose_Predict is a Flask web app for predicting yoga poses in images. It uses YOLO for keypoint detection and a custom PyTorch model for classification. Users can upload an image to view the predicted pose.

License: MIT License

Python 43.50% HTML 56.50%
yoga yoga-pose-classification yoga-pose-prediction yoga-poses yoga-detection yoga-pose-estimation machine-learning yoga-prediction yoga-predict

yoga-pose-prediction's Introduction

Yoga-Pose_Predict

This repository contains code for a Flask web application that predicts yoga poses in images using machine learning models. It includes a YOLO model for keypoint detection and a custom PyTorch model for classification.

Features

  • Upload an image of a yoga pose to predict the pose.
  • View the predicted pose along with the image.

Installation

1. Clone the repository:

  git clone https://github.com/AyushD95/Yoga-Pose_Predict.git

2. Download Dataset:

As it is not trained you will need to provide data use below kaggele dataset download the dataset and extract it to git cloned folder named Yoga-Pose_Predict extract it in new folder name it as Data .

  https://www.kaggle.com/datasets/tr1gg3rtrash/yoga-posture-dataset

3. Install the required Python packages:

  cd Yoga-Pose_Predict
  pip install -r requirements.txt

4. Run the Flask application:

  python app.py

5. Open a web browser and go to below address use the application

  http://localhost:5000

Usuage

1. Click on "Choose an image" button to select image of a yoga pose.

2. Click on the "Predict Pose" button to predict the pose in the image.

3. The predicted pose will be displayed below the image.

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If you find this project interesting or useful feel free to connect with me on LinkedIn for more updates and projects.

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