# Anomaly Detection on AIBL (test)

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

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

Data updated: 2026-02-26T05:41:05.110Z

Evaluation of Anomaly Detection performance on the test split of the AIBL 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 | Anomaly Detection |
| Dataset (including any stated split) | AIBL (test) |
| Metric | Dice Score |
| Unit | PERCENT |
| 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-aibl-test.md?metric=Dice%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice Score | Result date | Report paper |
| --- | --- | --- | --- |
| UNA | 32 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| SynthSR | 25 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| Brain-ID | 24 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| LDM | 20 | Not recorded | 68fa76ab1e209131cea6e4f1 |
| VAE | 12 | Not recorded | 68fa76ab1e209131cea6e4f1 |

### UNA

Dice Score: 32. Result ID: 69945d003a6c3148491cc196.

[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: 25. Result ID: 69945d003a6c3148491cc192.

[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: 24. Result ID: 69945d003a6c3148491cc193.

[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: 20. Result ID: 69945d003a6c3148491cc195.

[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: 12. Result ID: 69945d003a6c3148491cc194.

[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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