# Exoplanet Detection on VLT/SPHERE Synthetic Exoplanet Injections Average

Source: [Exoplanet Detection on VLT/SPHERE Synthetic Exoplanet Injections Average](<https://www.sota2.com/research/sota/exoplanet-detection-on-vlt-sphere-synthetic-exoplanet-injections-average>)

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

Data updated: 2026-02-26T05:35:10.570Z

Evaluation of Exoplanet Detection performance using the VLT/SPHERE Synthetic Exoplanet Injections Average dataset, reporting metrics such as average AUC.

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 | Exoplanet Detection |
| Dataset (including any stated split) | VLT/SPHERE Synthetic Exoplanet Injections Average |
| Metric | Average AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Average AUC](<https://www.sota2.com/research/sota/exoplanet-detection-on-vlt-sphere-synthetic-exoplanet-injections-average.md?metric=Average%20AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Average AUC | Result date | Report paper |
| --- | --- | --- | --- |
| ExoMILD | 0.761 | Not recorded | 68fa49b01e209131ce938e71 |
| PACO | 0.693 | Not recorded | 68fa49b01e209131ce938e71 |
| MODEL&CO | 0.645 | Not recorded | 68fa49b01e209131ce938e71 |
| ExoMILD | 0.645 | Not recorded | 68fa49b01e209131ce938e71 |
| PACO | 0.52 | Not recorded | 68fa49b01e209131ce938e71 |
| PCA | 0.515 | Not recorded | 68fa49b01e209131ce938e71 |
| PCA | 0.478 | Not recorded | 68fa49b01e209131ce938e71 |
| cASDI | 0.417 | Not recorded | 68fa49b01e209131ce938e71 |
| cADI | 0.369 | Not recorded | 68fa49b01e209131ce938e71 |

### ExoMILD

Average AUC: 0.761. Result ID: 698b9fab7a967eddb7701f30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Implementation](<https://github.com/theobdt/exomild>)

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

### PACO

Average AUC: 0.693. Result ID: 698b9fab7a967eddb7701f2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

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

### MODEL&CO

Average AUC: 0.645. Result ID: 698b9fab7a967eddb7701f2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa480a1e209131ce92cadd.md>)

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

### ExoMILD

Average AUC: 0.645. Result ID: 698b9fab7a967eddb7701f2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Implementation](<https://github.com/theobdt/exomild>)

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

### PACO

Average AUC: 0.52. Result ID: 698b9fab7a967eddb7701f2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

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

### PCA

Average AUC: 0.515. Result ID: 698b9fab7a967eddb7701f2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa306c1e209131ce875411.md>)

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

### PCA

Average AUC: 0.478. Result ID: 698b9fab7a967eddb7701f29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa306c1e209131ce875411.md>)

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

### cASDI

Average AUC: 0.417. Result ID: 698b9fab7a967eddb7701f2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

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

### cADI

Average AUC: 0.369. Result ID: 698b9fab7a967eddb7701f28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa49b01e209131ce938e71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa28a32c2a3760193c935b.md>)

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

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