# Image Classification on ImageNet (ACC, MP, UM)

Source: [Image Classification on ImageNet (ACC, MP, UM)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-acc-mp-um>)

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

Data updated: 2026-04-13T07:49:40.668Z

Evaluation of Image Classification performance on the standard ImageNet dataset, reporting metrics including ACC, MP, and UM.

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 | Image Classification |
| Dataset (including any stated split) | ImageNet |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-acc-mp-um.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [MP](<https://www.sota2.com/research/sota/image-classification-on-imagenet-acc-mp-um.md?metric=MP>): Higher is better; unit: PERCENT.

- [UM](<https://www.sota2.com/research/sota/image-classification-on-imagenet-acc-mp-um.md?metric=UM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ETN | 79.61 | Not recorded | 69dc788b7d0172140ec78ac8 |
| LA | 69.81 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MAP\_CE | 46.03 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MCD | 41.14 | Not recorded | 69dc788b7d0172140ec78ac8 |
| MAP\_EDL | 32.97 | Not recorded | 69dc788b7d0172140ec78ac8 |
| DeepEns | 26.98 | Not recorded | 69dc788b7d0172140ec78ac8 |
| IB-EDL | 23.47 | Not recorded | 69dc788b7d0172140ec78ac8 |
| DMM | 2.53 | Not recorded | 69dc788b7d0172140ec78ac8 |

### ETN

Accuracy: 79.61. Result ID: 69dc9fc047f34ce924c356ce.

[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

Accuracy: 69.81. Result ID: 69dc9fc047f34ce924c356ca.

[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\_CE

Accuracy: 46.03. Result ID: 69dc9fc047f34ce924c356c7.

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

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

### MCD

Accuracy: 41.14. Result ID: 69dc9fc047f34ce924c356c9.

[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.

### MAP\_EDL

Accuracy: 32.97. Result ID: 69dc9fc047f34ce924c356cb.

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

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

### DeepEns

Accuracy: 26.98. Result ID: 69dc9fc047f34ce924c356c8.

[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.

### IB-EDL

Accuracy: 23.47. Result ID: 69dc9fc047f34ce924c356cd.

[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

Accuracy: 2.53. Result ID: 69dc9fc047f34ce924c356cc.

[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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