# Point-level mislabeled data detection on vehicle\_sensIT

Source: [Point-level mislabeled data detection on vehicle\_sensIT](<https://www.sota2.com/research/sota/point-level-mislabeled-data-detection-on-vehicle_sensit>)

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

Data updated: 2026-02-26T05:25:34.676Z

Evaluation of model performance in detecting point-level mislabeled data within the vehicle\_sensIT dataset, typically measured using AUCPR.

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 | Point-level mislabeled data detection |
| Dataset (including any stated split) | vehicle\_sensIT |
| Metric | AUCPR |
| Unit | PERCENT |
| 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

- [AUCPR](<https://www.sota2.com/research/sota/point-level-mislabeled-data-detection-on-vehicle_sensit.md?metric=AUCPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUCPR | Result date | Report paper |
| --- | --- | --- | --- |
| Data-OOB | 56 | Not recorded | 68fa75771e209131cea68204 |
| 2D-OOB-data | 56 | Not recorded | 68fa75771e209131cea68204 |
| DataShapley | 33 | Not recorded | 68fa75771e209131cea68204 |
| KNNShapley | 22 | Not recorded | 68fa75771e209131cea68204 |
| DataBanzhaf | 21 | Not recorded | 68fa75771e209131cea68204 |
| 2D-KNN-data | 14 | Not recorded | 68fa75771e209131cea68204 |
| LAVA | 11 | Not recorded | 68fa75771e209131cea68204 |

### Data-OOB

AUCPR: 56. Result ID: 6993c79b3a6c3148491878d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8c1e209131cea4622f.md>)

Recorded evaluation configuration: {"Valuation Type":"Data Valuation"}. This record does not assert independent reproduction.

### 2D-OOB-data

AUCPR: 56. Result ID: 6993c79b3a6c3148491878d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68204.md>)

[Implementation](<https://github.com/YifanSun99/2d-oob>)

Recorded evaluation configuration: {"Valuation Type":"Joint Valuation (Marginalized)"}. This record does not assert independent reproduction.

### DataShapley

AUCPR: 33. Result ID: 6993c79b3a6c3148491878d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e01e209131cea0d0c2.md>)

Recorded evaluation configuration: {"Valuation Type":"Data Valuation"}. This record does not assert independent reproduction.

### KNNShapley

AUCPR: 22. Result ID: 6993c79b3a6c3148491878d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15138.md>)

Recorded evaluation configuration: {"Valuation Type":"Data Valuation"}. This record does not assert independent reproduction.

### DataBanzhaf

AUCPR: 21. Result ID: 6993c79b3a6c3148491878d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516ce.md>)

Recorded evaluation configuration: {"Valuation Type":"Data Valuation"}. This record does not assert independent reproduction.

### 2D-KNN-data

AUCPR: 14. Result ID: 6993c79b3a6c3148491878d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70291e209131cea49802.md>)

Recorded evaluation configuration: {"Valuation Type":"Joint Valuation (Marginalized)"}. This record does not assert independent reproduction.

### LAVA

AUCPR: 11. Result ID: 6993c79b3a6c3148491878d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68204.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71911e209131cea52065.md>)

Recorded evaluation configuration: {"Valuation Type":"Data Valuation"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.