# Dataset Tracking on FairFace

Source: [Dataset Tracking on FairFace](<https://www.sota2.com/research/sota/dataset-tracking-on-fairface>)

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

Data updated: 2026-06-23T08:22:15.306Z

Evaluation of performance metrics related to dataset tracking capabilities on the FairFace 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 | Dataset Tracking |
| Dataset (including any stated split) | FairFace |
| Metric | Count A 1 (out of 20) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Count A 1 (out of 20)](<https://www.sota2.com/research/sota/dataset-tracking-on-fairface.md?metric=Count%20A%201%20(out%20of%2020)>): Higher is better; unit: SCALAR.

- [Count A 2 (out of 8)](<https://www.sota2.com/research/sota/dataset-tracking-on-fairface.md?metric=Count%20A%202%20(out%20of%208)>): Higher is better; unit: SCALAR.

- [Count A 3 (out of 7)](<https://www.sota2.com/research/sota/dataset-tracking-on-fairface.md?metric=Count%20A%203%20(out%20of%207)>): Higher is better; unit: SCALAR.

- [Overall TPR](<https://www.sota2.com/research/sota/dataset-tracking-on-fairface.md?metric=Overall%20TPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Count A 1 (out of 20) | Result date | Report paper |
| --- | --- | --- | --- |
| DIPBox | 20 | Not recorded | 6a3a12e6206542251d7c6e1c |
| RAI² | 18 | Not recorded | 6a3a12e6206542251d7c6e1c |
| Data-use | 18 | Not recorded | 6a3a12e6206542251d7c6e1c |
| Radioactive | 0 | Not recorded | 6a3a12e6206542251d7c6e1c |
| DI | 0 | Not recorded | 6a3a12e6206542251d7c6e1c |
| EMA | 0 | Not recorded | 6a3a12e6206542251d7c6e1c |
| UBW | 0 | Not recorded | 6a3a12e6206542251d7c6e1c |

### DIPBox

Count A 1 (out of 20): 20. Result ID: 6a3a422dfbc373592c34baf9.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

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

### RAI²

Count A 1 (out of 20): 18. Result ID: 6a3a422dfbc373592c34baf7.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

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

### Data-use

Count A 1 (out of 20): 18. Result ID: 6a3a422dfbc373592c34baf8.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebbf.md>)

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

### Radioactive

Count A 1 (out of 20): 0. Result ID: 6a3a422dfbc373592c34baf3.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66fd1e209131cea13828.md>)

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

### DI

Count A 1 (out of 20): 0. Result ID: 6a3a422dfbc373592c34baf4.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ca1e209131cea240c3.md>)

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

### EMA

Count A 1 (out of 20): 0. Result ID: 6a3a422dfbc373592c34baf5.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

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

### UBW

Count A 1 (out of 20): 0. Result ID: 6a3a422dfbc373592c34baf6.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eee1e209131cea42f60.md>)

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

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