# MRI Reconstruction on mridata 3D FSE multi-coil knee Scaled a=0.9 1.0

Source: [MRI Reconstruction on mridata 3D FSE multi-coil knee Scaled a=0.9 1.0](<https://www.sota2.com/research/sota/mri-reconstruction-on-mridata-3d-fse-multi-coil-knee-scaled-a-0-9-1-0>)

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

Data updated: 2026-02-26T06:03:21.784Z

Evaluation of MRI Reconstruction performance on the mridata 3D FSE multi-coil knee dataset, specifically using scaling factors a=0.9 and a=1.0, measured by SSIM and cPSNR.

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 | MRI Reconstruction |
| Dataset (including any stated split) | mridata 3D FSE multi-coil knee Scaled a=0.9 1.0 |
| Metric | SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/mri-reconstruction-on-mridata-3d-fse-multi-coil-knee-scaled-a-0-9-1-0.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [cPSNR (dB)](<https://www.sota2.com/research/sota/mri-reconstruction-on-mridata-3d-fse-multi-coil-knee-scaled-a-0-9-1-0.md?metric=cPSNR%20(dB)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| Scale-Eq+ | 0.956 | Not recorded | 68fa6c571e209131cea3367a |
| Vanilla+ | 0.952 | Not recorded | 68fa6c571e209131cea3367a |
| Scale-Eq+ | 0.944 | Not recorded | 68fa6c571e209131cea3367a |
| Vanilla+ | 0.919 | Not recorded | 68fa6c571e209131cea3367a |

### Scale-Eq+

SSIM: 0.956. Result ID: 698f05263a6c314849f4d5f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367a.md>)

[Implementation](<https://github.com/ad12/meddlr>)

Recorded evaluation configuration: {"step size initialization (eta\_0)":"tuned","scale data augmentation":true,"B":2}. This record does not assert independent reproduction.

### Vanilla+

SSIM: 0.952. Result ID: 698f05263a6c314849f4d5ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367a.md>)

Recorded evaluation configuration: {"step size initialization (eta\_0)":"tuned","scale data augmentation":true}. This record does not assert independent reproduction.

### Scale-Eq+

SSIM: 0.944. Result ID: 698f05263a6c314849f4d5ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367a.md>)

[Implementation](<https://github.com/ad12/meddlr>)

Recorded evaluation configuration: {"step size initialization (eta\_0)":"zero-init","scale data augmentation":true}. This record does not assert independent reproduction.

### Vanilla+

SSIM: 0.919. Result ID: 698f05263a6c314849f4d5ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367a.md>)

Recorded evaluation configuration: {"step size initialization (eta\_0)":"zero-init","scale data augmentation":true}. This record does not assert independent reproduction.

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