Vincentqyw/image-matching-webui

About Python API

XLechter opened this issue · 5 comments

XLechter commented

Thanks for providing this brilliant repo.

It works well on the web app. May I know is there a Python API I can use in the Python script? For example, I have two images and want to perform keypoint detection, matching, and ransac with different methods.

Thank you so much!

Vincentqyw commented

Sure, you can find it here and this example.

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VeeranjaneyuluToka commented

Just wondering, in case if we want to use our own samples, do you suggest to look into parameters to tune further to improve accuracy?

Vincentqyw commented

Just wondering, in case if we want to use our own samples, do you suggest to look into parameters to tune further to improve accuracy?

I suggest starting with the algorithm's default parameters and evaluating their accuracy with your samples. If the results are not up to par, it might be more beneficial to consider a different algorithm. Fine-tuning the parameters should be your last resort, as it can be a complex and time-consuming process.

VeeranjaneyuluToka commented

I understand, I am yet to read through each approach details and understand a bit more meanwhile do you have any recommendation on the approach/method that would be generizable to any data? I have quick glance and looks like GIM is testing with youtube images.

Vincentqyw commented

Update: I added a Python API using FastAPI. See the details in this PR: #77. I included a server and an example client. You can start the API with the following commands:

python -m api.server

Then, open another terminal:

python -m api.client