3D Computer Vision Solution for Fashion Retailers & E-Commerce
Challenge
The project idea was to transfer selected clothing from the photos to the 3D model while preserving the necessary human pose. This solution provides added value for retailers, enabling users to shop for clothes online.
Input: 2 photos of a garment
Output: 3D model, textured mesh
Technologies & Skills:
- Deep Learning
- Computer Vision
- Image Segmentation
- OpenCV
- PyTorch
- Open3D
- Programming language: Python
The project idea was to transfer selected clothing from the photos to the 3D model while preserving the necessary human pose. This solution provides added value for retailers, enabling users to shop for clothes online.
Input: 2 photos of a garment
Output: 3D model, textured mesh
Technologies & Skills:
- Deep Learning
- Computer Vision
- Image Segmentation
- OpenCV
- PyTorch
- Open3D
- Programming language: Python
Solution
Project Development Approach
The solution is based on the pose estimation models used for landmark detection. Since clothing alters its form when taking the shape of a person’s body, for a proper augmented reality (AR) experience, a deep learning model should identify not only basic key points on the body’s joints but also the three-dimensional body shape.
The solution includes the following functionality:
- Human clothing and body segmentation
- Dense pose estimation
- Transfer of textures from real-life photos
Project Development Approach
The solution is based on the pose estimation models used for landmark detection. Since clothing alters its form when taking the shape of a person’s body, for a proper augmented reality (AR) experience, a deep learning model should identify not only basic key points on the body’s joints but also the three-dimensional body shape.
The solution includes the following functionality:
- Human clothing and body segmentation
- Dense pose estimation
- Transfer of textures from real-life photos
Results
Solution & Results
This is an excellent solution for leveraging computer vision and AI technology in the fashion industry. The CV-enabled applications allow potential customers to preview how clothes and accessories would look on a human body, saving them time on shopping and increasing satisfaction rates. Now, retailers can engage customers with an innovative and personalized clothing experience.
Solution & Results
This is an excellent solution for leveraging computer vision and AI technology in the fashion industry. The CV-enabled applications allow potential customers to preview how clothes and accessories would look on a human body, saving them time on shopping and increasing satisfaction rates. Now, retailers can engage customers with an innovative and personalized clothing experience.
