# Healthy Anatomy Reconstruction on ADNI T1w MRI 3

Source: [Healthy Anatomy Reconstruction on ADNI T1w MRI 3](<https://www.sota2.com/research/sota/healthy-anatomy-reconstruction-on-adni-t1w-mri-3>)

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

Data updated: 2026-02-26T05:47:59.400Z

Evaluation of model performance in reconstructing healthy anatomical structures from ADNI T1w MRI 3 scans, assessed using L1 loss, PSNR, and SSIM.

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 | Healthy Anatomy Reconstruction |
| Dataset (including any stated split) | ADNI T1w MRI 3 |
| Metric | L1 Loss |
| Unit | SCALAR |
| Direction | Lower 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

- [L1 Loss](<https://www.sota2.com/research/sota/healthy-anatomy-reconstruction-on-adni-t1w-mri-3.md?metric=L1%20Loss>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/healthy-anatomy-reconstruction-on-adni-t1w-mri-3.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/healthy-anatomy-reconstruction-on-adni-t1w-mri-3.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | L1 Loss | Result date | Report paper |
| --- | --- | --- | --- |
| UNA | 0.019 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| PEPSI | 0.02 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| Brain-ID | 0.021 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| SynthSR | 0.023 | Not recorded | 68fa76ab1e209131cea6e4f1 |

### UNA

L1 Loss: 0.019. Result ID: 69945d003a6c3148491cc14d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ab1e209131cea6e4f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ab1e209131cea6e4f1.md>)

[Implementation](<https://github.com/peirong26/UNA>)

Recorded evaluation configuration: {"Input Modality":"T1w MRI"}. This record does not assert independent reproduction.

### PEPSI

L1 Loss: 0.02. Result ID: 69945d003a6c3148491cc14c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ab1e209131cea6e4f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72741e209131cea56710.md>)

[Implementation](<https://github.com/peirong26/PEPSI>)

Recorded evaluation configuration: {"Input Modality":"T1w MRI"}. This record does not assert independent reproduction.

### Brain-ID

L1 Loss: 0.021. Result ID: 69945d003a6c3148491cc14b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ab1e209131cea6e4f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72721e209131cea565d0.md>)

Recorded evaluation configuration: {"Input Modality":"T1w MRI"}. This record does not assert independent reproduction.

### SynthSR

L1 Loss: 0.023. Result ID: 69945d003a6c3148491cc14a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ab1e209131cea6e4f1.md>)

Recorded evaluation configuration: {"Input Modality":"T1w MRI"}. This record does not assert independent reproduction.

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