# Cell-level outlier detection on vehicle\_sensIT

Source: [Cell-level outlier detection on vehicle\_sensIT](<https://www.sota2.com/research/sota/cell-level-outlier-detection-on-vehicle_sensit>)

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

Data updated: 2026-02-26T05:24:44.496Z

Evaluation of cell-level outlier detection performance on the vehicle\_sensIT dataset, reporting AUC and Run-time metrics.

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 | Cell-level outlier detection |
| Dataset (including any stated split) | vehicle\_sensIT |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

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

- [Run-time (s)](<https://www.sota2.com/research/sota/cell-level-outlier-detection-on-vehicle_sensit.md?metric=Run-time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| 2D-OOB | 81 | Not recorded | 68fa75771e209131cea68204 |
| 2D-KNN | 61 | Not recorded | 68fa75771e209131cea68204 |

### 2D-OOB

AUC: 81. Result ID: 6993c79b3a6c31484918788b.

[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: Not recorded. This record does not assert independent reproduction.

### 2D-KNN

AUC: 61. Result ID: 6993c79b3a6c31484918788c.

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

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

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

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