Medical Image Reconstruction

June 26, 2026 · View on GitHub

This repository serves as an index of open-source medical image reconstruction projects developed by DeepMed Lab.

Important

The implementation of each paper is maintained in a separate public GitHub repository. Click the Code link in the table below to access the source code, pretrained checkpoints, data preparation instructions, and usage documentation available for each project.

News

[2026] 🎉 DP-NSL code has been released. Check out the repository for implementation details, training scripts, and pretrained checkpoints.
[2024] 🎉 I³Net has been published in IEEE Transactions on Medical Imaging and its code is publicly available.

Open-Source Projects

Model	Paper	Venue	Paper	Code
I³Net	I³Net: Inter-Intra-slice Interpolation Network for Medical Slice Synthesis	IEEE TMI 2024	Paper	✅ Open-Source Code
DP-NSL	Dual-Prior Guided Null-Space Learning with Mixture-of-Splines for Arbitrary Medical Slice Super-Resolution	ECCV 2026	paper	✅ Open-Source Code

Project Repositories

I³Net

I³Net: Inter-Intra-slice Interpolation Network for Medical Slice Synthesis

Venue: IEEE Transactions on Medical Imaging, 2024
Paper: https://doi.org/10.1109/TMI.2024.3394033
Code: https://github.com/eeeric-code/I3Net

DP-NSL

Dual-Prior Guided Null-Space Learning with Mixture-of-Splines for Arbitrary Medical Slice Super-Resolution

Venue: ECCV 2026
Paper: Coming soon
Code: https://github.com/eeeric-code/DP-NSL

The DP-NSL repository currently provides the project source code, training and evaluation scripts, a debug dataset, and an official checkpoint. Please refer to the individual repository for setup and usage instructions.

Citation

I³Net

@article{Song_2024,
  title     = {I³Net: Inter-Intra-slice Interpolation Network for Medical Slice Synthesis},
  author    = {Song, Haofei and Mao, Xintian and Yu, Jing and Li, Qingli and Wang, Yan},
  journal   = {IEEE Transactions on Medical Imaging},
  year      = {2024},
  volume    = {43},
  number    = {9},
  pages     = {3306--3318},
  doi       = {10.1109/TMI.2024.3394033}
}

DP-NSL

Coming soon.

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