This page documents the open source projects created by, or receive significant contributions from, lab members.
| Name | Infomation | Introduction | Access |
|---|---|---|---|
TCFL_Unsupervised_OCT_Denoising | Date Created Owner Implement in | TCFL_Unsupervised_OCT_Denoising demonstrates the implementation of the Triplet Cross-Fusion Learning for Unsupervised Noise Reduction of OCT Images. The proposed TCFL strategy is able to utilize concise structure to effectively reduce speckle noise, instead of designing complex network structures which is time-consuming and requires extensive empirical knowledge. A manuscript has been submitted to IEEE Transactions on Medical Imaging. | Repository Data License Related Paper |
Spectral Nonlocal Block
| Date Created Owner Implement in | The Spectral View of Non-local (SNL) provide a novel perspective for the model design of non-local blocks. Our spectral view can help to theoretically analyze exsiting non-local blocks and design novel non-local block with the help of graph signal processing (e.g. the graph neural networks). This work has been published by the Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV2021) | Repository License Related Paper |
CNCL_Medical_Image_Denoising
| Date Created Owner Implement in | CNCL_Medical_Image_Denoising demonstrates the implementation of the Content-Noise Complementary Learning for Medical Imaging Denoising. This denoising pipeline processes both the content and the noise in the denoising task, and has shown generalization ability in many types of medical imaging. This work has been accepted by IEEE Transactions on Medical Imaging. | Repository License Related Paper |
PMRMC
| Date Created Owner Contribute by Implement in | PMRMC is a Monte Carlo simulation of the transportation and annihilation process of positrons inside a uniform magnetic field. PMRMC was created by Xiangxi Meng in Beijing Cancer Hospital. Lujia Jin (PhD student in MILab) also made a significant contribution. The related work has been accepted by Medical Physics. | Repositroy License Related Paper |
Other open source projects
May include: open dataset, shared protocol, and etc.
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