# Dataset Quality Metric Correlation on Synthetic Data Quality YOLO11n mAP50

Source: [Dataset Quality Metric Correlation on Synthetic Data Quality YOLO11n mAP50](<https://www.sota2.com/research/sota/dataset-quality-metric-correlation-on-synthetic-data-quality-yolo11n-map50>)

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

Data updated: 2026-06-11T09:46:15.218Z

Evaluation of the correlation between dataset quality metrics derived from YOLOv11n mAP50 scores on a synthetic dataset, measured using Pearson correlation.

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 | Dataset Quality Metric Correlation |
| Dataset (including any stated split) | Synthetic Data Quality YOLO11n mAP50 (evaluation) |
| Metric | PCC |
| 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

- [PCC](<https://www.sota2.com/research/sota/dataset-quality-metric-correlation-on-synthetic-data-quality-yolo11n-map50.md?metric=PCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PCC | Result date | Report paper |
| --- | --- | --- | --- |
| SDQM | 0.8719 | Not recorded | 68fa5e6d1e209131ce9e2311 |
| β-Recall | 0.5865 | Not recorded | 68fa5e6d1e209131ce9e2311 |
| MAUVE | 0.5651 | Not recorded | 68fa5e6d1e209131ce9e2311 |
| α-Precision | 0.4477 | Not recorded | 68fa5e6d1e209131ce9e2311 |
| Authenticity | 0.3482 | Not recorded | 68fa5e6d1e209131ce9e2311 |

### SDQM

PCC: 0.8719. Result ID: 6a2a8365fbc373592c28152b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e6d1e209131ce9e2311.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5e6d1e209131ce9e2311.md>)

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

### β-Recall

PCC: 0.5865. Result ID: 6a2a8365fbc373592c281528.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e6d1e209131ce9e2311.md>)

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

### MAUVE

PCC: 0.5651. Result ID: 6a2a8365fbc373592c28152a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e6d1e209131ce9e2311.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71631e209131cea51193.md>)

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

### α-Precision

PCC: 0.4477. Result ID: 6a2a8365fbc373592c281527.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e6d1e209131ce9e2311.md>)

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

### Authenticity

PCC: 0.3482. Result ID: 6a2a8365fbc373592c281529.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e6d1e209131ce9e2311.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d001e209131cea3737d.md>)

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

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