# Anomaly Localization on MTD (Magnetic Tile Defects)

Source: [Anomaly Localization on MTD (Magnetic Tile Defects)](<https://www.sota2.com/research/sota/anomaly-localization-on-mtd-magnetic-tile-defects>)

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

Data updated: 2026-02-26T05:58:04.392Z

Evaluation of Anomaly Localization performance on the Magnetic Tile Defects (MTD) dataset, measured using Pixel-wise AUROC.

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 | Anomaly Localization |
| Dataset (including any stated split) | MTD (Magnetic Tile Defects) |
| Metric | Pixel-wise AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Pixel-wise AUROC](<https://www.sota2.com/research/sota/anomaly-localization-on-mtd-magnetic-tile-defects.md?metric=Pixel-wise%20AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pixel-wise AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| N-pad | 85.43 | Not recorded | 68fa6dad1e209131cea3b70e |
| PatchCore | 84.9 | Not recorded | 68fa6dad1e209131cea3b70e |
| PaDiM | 82.45 | Not recorded | 68fa6dad1e209131cea3b70e |

### N-pad

Pixel-wise AUROC: 85.43. Result ID: 698fd4613a6c314849fc2a2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dad1e209131cea3b70e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dad1e209131cea3b70e.md>)

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

### PatchCore

Pixel-wise AUROC: 84.9. Result ID: 698fd4613a6c314849fc2a2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dad1e209131cea3b70e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c751e209131cea340b9.md>)

[Implementation](<https://www.sota2.com/github.com/amazon-research/patchcore-inspection>)

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

### PaDiM

Pixel-wise AUROC: 82.45. Result ID: 698fd4613a6c314849fc2a2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dad1e209131cea3b70e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c31e209131cea1e2cd.md>)

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

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