# Out-of-Distribution Detection on ImageNet-S

Source: [Out-of-Distribution Detection on ImageNet-S](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-s>)

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

Data updated: 2026-04-13T07:49:40.696Z

Evaluation of Out-of-Distribution Detection performance using the ImageNet-S dataset, measured by metrics such as MP, MI, and DE.

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 | Out-of-Distribution Detection |
| Dataset (including any stated split) | ImageNet-S |
| Metric | MP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [MP](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-s.md?metric=MP>): Higher is better; unit: PERCENT.

- [MI](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-s.md?metric=MI>): Higher is better; unit: PERCENT.

- [DE](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-s.md?metric=DE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MP | Result date | Report paper |
| --- | --- | --- | --- |
| ETN | 74.91 | Not recorded | 69dc788b7d0172140ec78ac8 |
| LA | 71.35 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MAP\_EDL | 64.74 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MAP\_CE | 64.19 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MCD | 58.9 | Not recorded | 69dc788b7d0172140ec78ac8 |
| IB-EDL | 51.81 | Not recorded | 69dc788b7d0172140ec78ac8 |
| DMM | 42.44 | Not recorded | 69dc788b7d0172140ec78ac8 |
| DeepEns | 31.73 | Not recorded | 69dc788b7d0172140ec78ac8 |

### ETN

MP: 74.91. Result ID: 69dc9fc047f34ce924c356d6.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

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

### LA

MP: 71.35. Result ID: 69dc9fc047f34ce924c356d2.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfe1e209131cea31830.md>)

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

### MAP\_EDL

MP: 64.74. Result ID: 69dc9fc047f34ce924c356d3.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

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

### MAP\_CE

MP: 64.19. Result ID: 69dc9fc047f34ce924c356cf.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

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

### MCD

MP: 58.9. Result ID: 69dc9fc047f34ce924c356d1.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5ff.md>)

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

### IB-EDL

MP: 51.81. Result ID: 69dc9fc047f34ce924c356d5.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f11e209131cea70228.md>)

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

### DMM

MP: 42.44. Result ID: 69dc9fc047f34ce924c356d4.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2b1e209131cea3e464.md>)

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

### DeepEns

MP: 31.73. Result ID: 69dc9fc047f34ce924c356d0.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788b7d0172140ec78ac8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bc1e209131cea0084f.md>)

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

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