# OOD Detection on ImageNet-1k (Split-3)

Source: [OOD Detection on ImageNet-1k (Split-3)](<https://www.sota2.com/research/sota/ood-detection-on-imagenet-1k-split-3>)

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

Data updated: 2026-05-26T10:29:59.830Z

Evaluation of Out-of-Distribution (OOD) detection performance using the ImageNet-1k dataset, specifically on the Split-3 subset. Key metrics reported are AUROC and FPR95.

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 | OOD Detection |
| Dataset (including any stated split) | ImageNet-1k (Split-3) |
| Metric | AUROC |
| 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

- [AUROC](<https://www.sota2.com/research/sota/ood-detection-on-imagenet-1k-split-3.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [FPR@95](<https://www.sota2.com/research/sota/ood-detection-on-imagenet-1k-split-3.md?metric=FPR%4095>): Lower is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| ∆Energy | 91.14 | Not recorded | 68fa7c1e1e209131cea8c803 |
| MaxLogit | 90.96 | Not recorded | 68fa7c1e1e209131cea8c803 |
| ReAct | 90.72 | Not recorded | 68fa7c1e1e209131cea8c803 |
| Energy | 90.65 | Not recorded | 68fa7c1e1e209131cea8c803 |
| MCM | 90.34 | Not recorded | 68fa7c1e1e209131cea8c803 |
| CLIPN | 90.03 | Not recorded | 68fa7c1e1e209131cea8c803 |
| ODIN | 89.92 | Not recorded | 68fa7c1e1e209131cea8c803 |
| MSP | 79.1 | Not recorded | 68fa7c1e1e209131cea8c803 |

### ∆Energy

AUROC: 91.14. Result ID: 6a15760afbc373592c0d86ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

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

### MaxLogit

AUROC: 90.96. Result ID: 6a15760afbc373592c0d86a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c811e209131cea34603.md>)

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

### ReAct

AUROC: 90.72. Result ID: 6a15760afbc373592c0d86a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d8b5.md>)

[Implementation](<https://github.com/deeplearning-wisc/react.git>)

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

### Energy

AUROC: 90.65. Result ID: 6a15760afbc373592c0d86a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea24242.md>)

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

### MCM

AUROC: 90.34. Result ID: 6a15760afbc373592c0d86a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e0a1e209131cea3d9c6.md>)

[Implementation](<https://github.com/deeplearning-wisc/MCM>)

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

### CLIPN

AUROC: 90.03. Result ID: 6a15760afbc373592c0d86a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705e1e209131cea4aa7b.md>)

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

### ODIN

AUROC: 89.92. Result ID: 6a15760afbc373592c0d86aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b26f.md>)

[Implementation](<https://github.com/facebookresearch/odin>)

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

### MSP

AUROC: 79.1. Result ID: 6a15760afbc373592c0d86a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c1e1e209131cea8c803.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e41e209131cea0731a.md>)

[Implementation](<https://www.sota2.com/github.com/hendrycks/error-detection>)

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

Page 1 of 1. This is an index page, not the full collection.