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All Projects → sethuiyer → Image To Image Search

sethuiyer / Image To Image Search

Licence: mit
A reverse image search engine powered by elastic search and tensorflow

Programming Languages

python
139335 projects - #7 most used programming language

Labels

deep-learningelasticsearchsearch-engineimage-captioning

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View All Similar Projects ➔

SmartSearch is a reverse image search engine which finds similar images by generating captions and comparing those captions. Powered by Tensorflow and ElasticSearch.

Update: Mirror of this repository in codeberg: Image-to-Image-Search

Update: REST APIs for image caption generator and image search are added! ( Shoutout to xc0d3rz )

Demo

Deep Reverse Image Search Engine - YouTube demos the core functionality.

Branches

Docker Image

Basic Implementation

Packages Required:

  • Anaconda
  • Keras with Tensorflow Backend (Python 3.6)
  • Elastic Search and elasticsearch-py (Elastic Search 6.0)

For more, check out requirements.txt

Pre-trained models

Download this and paste it inside models folder.

Output

Tips

  • Install elasticsearch and always check if elastic search process is running before launching server.py or index_database.py.

  • Instead of using the upload functionality, paste all your images inside static/img folder followed by python index_database.py to index all those images.

  • If you want to delete the indexed images, do sh delete_index.sh

Thanks

Thanks to Materialize CSS for the aesthetics, Pretty Printed for the flask tutorials and Andrej Karpathy for wonderful captioning library. Shoutout to xc0d3rz for the REST API inclusion!

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