https://github.com/ispobock/general-image-retrieval-system

A general image retrieval system.
https://github.com/ispobock/general-image-retrieval-system

Last synced: 8 days ago
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A general image retrieval system.

• Host: GitHub
• URL: https://github.com/ispobock/general-image-retrieval-system
• Owner: ispobock
• Created: 2021-01-03T07:00:21.000Z (about 4 years ago)
• Default Branch: master
• Last Pushed: 2021-03-24T16:11:54.000Z (almost 4 years ago)
• Last Synced: 2024-11-30T12:21:49.231Z (about 1 month ago)
• Language: Python
• Size: 77.1 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# General Image Retrieval System (Backend)

This is a general image retrieval system demo. We implements some general function modules, such as feature extraction (Resnet50 + Hook), feature aggregation (SCDA), dimension processing (L2Normalize, PCA), distance calculation (cosine, L2) and k-nearest neighbor retrieval. In the implementation process, we refer to [Pyretri](https://github.com/PyRetri/PyRetri) open source framework.

## Framework

![image](https://github.com/ispobock/general-image-retrieval-system/blob/master/imgs/framework.svg)

## Requirements

- Python

- PyTorch

- Flask

- Flask RESTful

- Gunicorn

- numpy

- sk-learn