Diginix - Ai booked orders value 180,000 USD in the month of December

Content-Based Image Retrieval

AboutThe Client

An alcoholic beverage industry company wanted to implement new innovative channels of selling its products all over the world. Their task was to search for products using bottle labels from a mobile app.

Image Retrieval
Image Retrieval (1)
Image Retrieval (2)

About this project

Project description

Label extraction from raw images and content-based image retrieval with deep convolutional neural network + keypoint detection and comparison with SIFT. Self-supervised approach for features adjustment.


  • PyTorch based CNN models for label segmentation and image representation.
  • Faiss for fast vector metric search.
  • MongoDB for meta-information storing.

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