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Reverse image search solution for image match

Hi All, I have a project need use reverse image search. We are looking for open source solution. We wish to enable our system automatically search our image database when user upload a image, match it and list similar images.

We had tried some api such as google cloud vision api and some other, but most of them is quite expensive. We can not afford to promote this service as the cost.

I am not sure whether OpenCV can increase the accuracy and how? Anyone give some suggestion? Thanks a lot.