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Does anyone know of any research on X-ray generated CT in the past two years #31

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supgy opened this issue Jul 26, 2024 · 6 comments

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@supgy
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supgy commented Jul 26, 2024

Does anyone know of any research on X-ray generated CT in the past two years? Thanks a lot!

@anxingle
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Wow, DiffDRR is awesome! https://github.com/eigenvivek/DiffDRR

@supgy
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supgy commented Jul 29, 2024

Thank you very much for your reply! But it seems that it(DiffDRR) generates X-rays using CT. I want to find other ways to generate CT scans using paired x-rays.

@anxingle
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CT reconstruction is really a challenging work! I followed the topic for a little while... Most work are based on FDK(https://github.com/CERN/TIGRE ). You can read the paper "End-To-End Convolutional Neural Network for 3D Reconstruction of Knee Bones From Bi-Planar X-Ray Images"

@eigenvivek
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DiffDRR actually can be used to do cone-beam CT reconstruction just with differentiable rendering (see this tutorial). But as you can see, without any generative priors, it does very poorly with sparse recon tasks 😁

@dek924
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dek924 commented Aug 22, 2024

Our work (https://github.com/dek924/PerX2CT/tree/main) also generates CT scans from paired X-rays.

@michaelg-123
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