# Brain age estimation on Adult In-domain

Source: [Brain age estimation on Adult In-domain](<https://www.sota2.com/research/sota/brain-age-estimation-on-adult-in-domain>)

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

Data updated: 2026-04-21T07:54:49.389Z

Evaluation of brain age estimation performance on the Adult In-domain dataset, measured using Mean Absolute Error (MAE) and Standard Deviation (STD).

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 | Brain age estimation |
| Dataset (including any stated split) | Adult In-domain |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [MAE](<https://www.sota2.com/research/sota/brain-age-estimation-on-adult-in-domain.md?metric=MAE>): Lower is better; unit: SCALAR.

- [STD](<https://www.sota2.com/research/sota/brain-age-estimation-on-adult-in-domain.md?metric=STD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| SFCN | 2.9 | Not recorded | 69e704647d0172140ec7eb1d |
| TSAN | 3.71 | Not recorded | 69e704647d0172140ec7eb1d |
| ORDER | 3.82 | Not recorded | 69e704647d0172140ec7eb1d |
| Ours-M | 3.97 | Not recorded | 69e704647d0172140ec7eb1d |
| Ours-S | 4.51 | Not recorded | 69e704647d0172140ec7eb1d |

### SFCN

MAE: 2.9. Result ID: 69e72c7b47f34ce924cd2885.

[Reporting paper](<https://www.sota2.com/research/paper/69e704647d0172140ec7eb1d.md>)

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

### TSAN

MAE: 3.71. Result ID: 69e72c7b47f34ce924cd2887.

[Reporting paper](<https://www.sota2.com/research/paper/69e704647d0172140ec7eb1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a221e209131cea263f0.md>)

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

### ORDER

MAE: 3.82. Result ID: 69e72c7b47f34ce924cd2886.

[Reporting paper](<https://www.sota2.com/research/paper/69e704647d0172140ec7eb1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5ad72.md>)

[Implementation](<https://github.com/jaygshah/Robust-Brain-Age-Prediction>)

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

### Ours-M

MAE: 3.97. Result ID: 69e72c7b47f34ce924cd2889.

[Reporting paper](<https://www.sota2.com/research/paper/69e704647d0172140ec7eb1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704647d0172140ec7eb1d.md>)

Recorded evaluation configuration: {"Modality":"Multi-modal"}. This record does not assert independent reproduction.

### Ours-S

MAE: 4.51. Result ID: 69e72c7b47f34ce924cd2888.

[Reporting paper](<https://www.sota2.com/research/paper/69e704647d0172140ec7eb1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704647d0172140ec7eb1d.md>)

Recorded evaluation configuration: {"Modality":"Single-modal"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
