# Anomaly Detection on ADNI (test)

Source: [Anomaly Detection on ADNI (test)](<https://www.sota2.com/research/sota/anomaly-detection-on-adni-test>)

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

Data updated: 2026-02-26T05:41:05.053Z

Evaluation of Anomaly Detection performance on the test split of the ADNI dataset, measured using Dice score.

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 | Anomaly Detection |
| Dataset (including any stated split) | ADNI (test) |
| Metric | Dice Score |
| Unit | SCALAR |
| Direction | Higher 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

- [Dice Score](<https://www.sota2.com/research/sota/anomaly-detection-on-adni-test.md?metric=Dice%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Dice Score | Result date | Report paper |
| --- | --- | --- | --- |
| UNA | 0.36 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| SynthSR | 0.27 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| Brain-ID | 0.26 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| LDM | 0.23 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| VAE | 0.18 | Not recorded | 68fa76ab1e209131cea6e4f1 |

### UNA

Dice Score: 0.36. Result ID: 69945d003a6c3148491cc182.

[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: Not recorded. This record does not assert independent reproduction.

### SynthSR

Dice Score: 0.27. Result ID: 69945d003a6c3148491cc17e.

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

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

### Brain-ID

Dice Score: 0.26. Result ID: 69945d003a6c3148491cc17f.

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

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

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

### LDM

Dice Score: 0.23. Result ID: 69945d003a6c3148491cc181.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea4850a.md>)

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

### VAE

Dice Score: 0.18. Result ID: 69945d003a6c3148491cc180.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea1572f.md>)

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

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