Welcome to the Virtual Try-On (VTO) System, a cutting-edge application designed to revolutionize the online shopping experience. Utilizing advanced Augmented Reality (AR), Computer Vision, and deep learning techniques, this system aims to offer users a seamless way to virtually try on accessories like glasses and hats in real time. 🚀
The primary objective of this project is to provide an enhanced virtual shopping experience by allowing users to interact with products before making a purchase. This reduces uncertainty, builds confidence, and bridges the gap between online and in-store shopping.
- Real-Time Try-On: Leveraging AR, users can see how accessories look on them instantly, enhancing the shopping experience.
- Dynamic Product Selection: Browse and toggle between various glasses and hats, allowing users to see different styles at the click of a button.
- Adaptive Personalization: Adjusts the position and size of accessories dynamically based on facial landmarks, ensuring accurate fitting.
- User-Friendly Experience: Simple and intuitive interface designed for effortless use across all demographics.
- Computer Vision & AR: Powered by OpenCV and MediaPipe, for precise facial landmark detection and accurate overlay of virtual accessories.
- Machine Learning: Enhanced personalization of the try-on experience by learning from user interactions.
- Python: The primary programming language used, leveraging libraries like NumPy and OpenCV.
- Landmark Detection: Utilizes MediaPipe's face mesh to identify facial landmarks in real time, providing accurate points to position accessories like glasses and hats.
- Dynamic Sizing and Positioning: Facial dimensions are calculated dynamically to adjust accessory scaling, ensuring a realistic and comfortable fit.
- Real-Time Selection: Users can toggle between different styles of glasses and hats by pressing keys, providing an interactive and exploratory shopping experience.
- Start the Camera: Launch the application, and the webcam will automatically turn on.
- Select Accessories: Press 'g' to toggle between different glasses and 'h' to toggle between hats.
- See Yourself: The selected accessory will be dynamically adjusted and positioned to give a realistic look.
- Quit: Press 'q' to exit the application at any time.
- Expanded Product Range: Broader variety of accessories, such as scarves, earrings, and clothing.
- Social Sharing: Integrating features that allow users to share their virtual try-on experience on social media platforms.
- Deeper Personalization: Improving the recommendation engine to suggest products based on facial features, preferences, and user history.
- Real-Time Processing: Optimized image processing techniques and reduced computational overhead to achieve smooth performance with minimal lag.
- Accessory Fitting: Enhanced fitting algorithms to ensure glasses and hats accurately follow the user's head movements, even with rapid changes.