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Structure-Aware Sparse-View X-ray 3D Reconstruction (CVPR 2024)

 

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PWC

PWC

A Toolbox for Sparse-View X-ray 3D Reconstruction

   

 

News

  • 2024.02.26 : Our paper has been accepted by CVPR 2024. Code and pre-trained models will be released to the public before the start date of CVPR 2024 (2024.06.19). Stay tuned! :tada: :confetti_ball:
  • 2023.11.21 : The benchmark of X3D at the paper-with-code website has been set up. You are welcome to make a comparison. 🚀
  • 2023.11.21 : Our paper is on arxiv now. We will develop this repo into a baseline for X-ray novel view synthesis and CT reconstruction. All code, models, data, and training logs will be released. 💫

Performance

Novel View Synthesis

results1

results2

CT Reconstruction

results3

results4

This repo will support 8 state-of-the-art algorithms including 5 NeRF-based methods, 2 optimization-based methods, and 1 analytical method for sparse-view X-ray 3D reconstruction.

Supported algorithms:
  • [ ] SAX-NeRF (CVPR 2024)
  • [ ] TensoRF (ECCV 2022)
  • [ ] NAF (MICCAI 2022)
  • [ ] NeAT (ACM TOG 2022)
  • [ ] NeRF (ECCV 2020)
  • [ ] InTomo (ICCV 2021)
  • [ ] SART (Ultrasonic imaging 1984)
  • [ ] ASD-POCS (Physics in Medicine & Biology 2008)
  • [ ] FDK (Josa a 1984)