similar-star

找到相似的明星脸

Find the most similar star

project images

search for similar stars

Get start

1) Installation

Requirements

• Python 3.8
• pymongo
• requests
• beautifulsuop4
• dlib
• face_recognition
• pillow
• TensorFlow
• elasticsearch
• flask
• flask_cors

Installation

pip install -r requirement.txt

2) Download Resources

• Pre-trained weights of model
  Google Drive
  move Pre-trained weights into ./process
• Increase the number of elasticsearch’s vector dims to 4096
  baidu
  password:4l0i
• MongoDB
  MongoDB

3) Craw Data

Launch MongoDB and create datebase named similar_star_db with collection named star

//cd ./crawler
python ./star_crawler.py
python ./download_image.py

4) Create Index

Ensure your ElasticSearch support 2622-dimension vector

Launch ElasticSearch.bat

//cd ./process
python ./index_create.py
python ./feature_extract.py

5) Setup Backend

//cd ./backend
python ./main.py

6) Setup Web

cd ./web

project setup

npm install

Compiles and hot-reloads for development

npm run serve