# Out-of-Distribution Detection on ImageNet-R (MP, MI, DE)

Source: [Out-of-Distribution Detection on ImageNet-R (MP, MI, DE)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-r-mp-mi-de>)

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

Data updated: 2026-04-13T07:49:40.726Z

Evaluation of Out-of-Distribution Detection performance using the ImageNet-R dataset, reporting 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-R |
| Metric | MP |
| Unit | SCALAR |
| 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-r-mp-mi-de.md?metric=MP>): Higher is better; unit: SCALAR.

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

- [DE](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-imagenet-r-mp-mi-de.md?metric=DE>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MP | Result date | Report paper |
| --- | --- | --- | --- |
| ETN | 83.65 | Not recorded | 69dc788b7d0172140ec78ac8 |
| LA | 79.96 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MAP\_EDL | 73.51 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MAP\_CE | 73.09 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MCD | 72.82 | Not recorded | 69dc788b7d0172140ec78ac8 |
| IB-EDL | 64.42 | Not recorded | 69dc788b7d0172140ec78ac8 |
| DeepEns | 58.9 | Not recorded | 69dc788b7d0172140ec78ac8 |
| DMM | 56.51 | Not recorded | 69dc788b7d0172140ec78ac8 |

### ETN

MP: 83.65. Result ID: 69dc9fc047f34ce924c356de.

[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: 79.96. Result ID: 69dc9fc047f34ce924c356da.

[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: 73.51. Result ID: 69dc9fc047f34ce924c356db.

[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: 73.09. Result ID: 69dc9fc047f34ce924c356d7.

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

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

### MCD

MP: 72.82. Result ID: 69dc9fc047f34ce924c356d9.

[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: 64.42. Result ID: 69dc9fc047f34ce924c356dd.

[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.

### DeepEns

MP: 58.9. Result ID: 69dc9fc047f34ce924c356d8.

[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.

### DMM

MP: 56.51. Result ID: 69dc9fc047f34ce924c356dc.

[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.

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