# Fast MRI Reconstruction on Calgary Campinas Radial 10% mask (independent test)

Source: [Fast MRI Reconstruction on Calgary Campinas Radial 10% mask (independent test)](<https://www.sota2.com/research/sota/fast-mri-reconstruction-on-calgary-campinas-radial-10-percent-mask-independent-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:03:21.883Z

Evaluation of Fast MRI Reconstruction performance using metrics like SSIM, PSNR, and FID on the independent test subset (10% radial mask) of the Calgary Campinas dataset.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Fast MRI Reconstruction |
| Dataset (including any stated split) | Calgary Campinas Radial 10% mask (independent test) |
| Metric | SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [SSIM](<https://www.sota2.com/research/sota/fast-mri-reconstruction-on-calgary-campinas-radial-10-percent-mask-independent-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/fast-mri-reconstruction-on-calgary-campinas-radial-10-percent-mask-independent-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/fast-mri-reconstruction-on-calgary-campinas-radial-10-percent-mask-independent-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| SDAUT1 | 0.885 | Not recorded | 68fa6cfa1e209131cea3709f |
| SwinMR | 0.876 | Not recorded | 68fa6cfa1e209131cea3709f |
| SDAUT2 | 0.867 | Not recorded | 68fa6cfa1e209131cea3709f |
| nPIDD-GAN | 0.864 | Not recorded | 68fa6cfa1e209131cea3709f |
| SwinUNet | 0.844 | Not recorded | 68fa6cfa1e209131cea3709f |
| DAGAN | 0.822 | Not recorded | 68fa6cfa1e209131cea3709f |
| ZF | 0.706 | Not recorded | 68fa6cfa1e209131cea3709f |

### SDAUT1

SSIM: 0.885. Result ID: 698f6ffc3a6c314849f89089.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

[Implementation](<https://github.com/ayanglab/SDAUT>)

Recorded evaluation configuration: {"MACs (G)":293.02,"Setting":"KKDDKK-O-1"}. This record does not assert independent reproduction.

### SwinMR

SSIM: 0.876. Result ID: 698f6ffc3a6c314849f89087.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c411e209131cea330ab.md>)

Recorded evaluation configuration: {"MACs (G)":800.73}. This record does not assert independent reproduction.

### SDAUT2

SSIM: 0.867. Result ID: 698f6ffc3a6c314849f89088.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

[Implementation](<https://github.com/ayanglab/SDAUT>)

Recorded evaluation configuration: {"MACs (G)":57.91,"Setting":"KKDDKK-O-2"}. This record does not assert independent reproduction.

### nPIDD-GAN

SSIM: 0.864. Result ID: 698f6ffc3a6c314849f89085.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b6b1e209131cea2e381.md>)

Recorded evaluation configuration: {"MACs (G)":56.44}. This record does not assert independent reproduction.

### SwinUNet

SSIM: 0.844. Result ID: 698f6ffc3a6c314849f89086.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f01e209131cea2517c.md>)

[Implementation](<https://github.com/HuCaoFighting/Swin-Unet>)

Recorded evaluation configuration: {"MACs (G)":11.52}. This record does not assert independent reproduction.

### DAGAN

SSIM: 0.822. Result ID: 698f6ffc3a6c314849f89084.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

Recorded evaluation configuration: {"MACs (G)":33.97}. This record does not assert independent reproduction.

### ZF

SSIM: 0.706. Result ID: 698f6ffc3a6c314849f89083.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3709f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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