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Deep learning framework for MRI reconstruction

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**Is your feature request related to a problem? Please describe.** A zero-filled model and a Shepp-Logan dataset is missing. **Describe the solution you'd like** Implement: - [ ] A zero-filled...

enhancement
Stale

hi, Will the new trained model, like radial sampling, be submitted to Zoo? As these model need lot of computation resources... Best Regards, king

question

Implements: * New loss functions (`NMSE`, `NRMSE`, `NMAE`, `SobelGradL1Loss`, `SobelGradL2Loss`) * `mri_models` performs `_do_iteration method`, child engines perform `forward_function` which returns output_image and/or output_kspace * Changes/Additions in `mri_transforms` * Padding...

enhancement
better engineering
python

**Is your feature request related to a problem? Please describe.** No. **Describe the solution you'd like** Have a single `_do_iteration` in `mri_models` and every child class to implement smt like...

enhancement

Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 3.20.1 to 3.20.2. Release notes Sourced from protobuf's releases. Protocol Buffers v3.20.2 C++ Reduce memory consumption of MessageSet parsing This release addresses a Security Advisory for C++...

dependencies

Validation metrics first reduced, then add to Tensorboard if main process

bug
python

**Describe the bug** Tensorboard and logger (validation) metrics do not match. **To Reproduce** Any validation process. **Expected behavior** Tensorboard and logger (validation) metrics to match.

bug

Refactors attributes of `DirectEnum`-derived classes to uppercase.

better engineering
python

- **vSHARP Model**: Supporting both 2D and 3D. (Details: [vSHARP Paper](https://arxiv.org/abs/2309.09954)) - **3D Reconstruction Experiments**: Various additions, such as transforms, engine changes (e.g., visualization), and the addition of new metrics...

documentation
python
ci