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[CVPR 2024] Intraoperative 2D/3D registration via differentiable X-ray rendering

Home Page: http://vivekg.dev/DiffPose/

License: MIT License

Python 99.41% CSS 0.59%
2d-3d-registration differentiable-rendering medical-imaging camera-pose-estimation

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diffpose's Issues

Questions about the optimal initial point for registration

I have found better initial points in traditional rigid registration before, but I want to migrate to DiffDRR and find that it is not ideal(I used the astra library to generate DRR (https://github.com/astra-toolbox/astra-toolbox), which I set based on the actual projection conditions of the X-ray image). So if I don't use my previous better initial points, will it affect the subsequent registration results? This question is bugging me right now, if you could answer it I would really appreciate it!

Using Diffpose for with a simple API for custom training and inference

Hi,
This is a great work and I'd like to try it out on my custom data. However, not able to perform training/inference/visualization of results on custom data. Could anyone please guide me towards using a simple API to train/infer and visualize inferred results?

Thanks in advance,
Amar

Code issue

I have a question about getting the volume
image
I understood the operation the swapaxes of the volume, but I don’t understand why [::-1] is needed.

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