# OOD Detection on OpenOOD Far-OOD ImageNet-1k ID (test)

Source: [OOD Detection on OpenOOD Far-OOD ImageNet-1k ID (test)](<https://www.sota2.com/research/sota/ood-detection-on-openood-far-ood-imagenet-1k-id-test>)

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

Data updated: 2026-06-25T08:37:16.830Z

Evaluation of Out-of-Distribution (OOD) detection performance using the OpenOOD framework's Far-OOD setting, benchmarked against ImageNet-1k ID as the in-distribution data (test split). Metrics include 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) | OpenOOD Far-OOD ImageNet-1k ID (test) |
| Metric | FPR@95 |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

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

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

## Recorded results

| Method | FPR@95 | Result date | Report paper |
| --- | --- | --- | --- |
| DDE | 15.58 | Not recorded | 6a3cb624206542251d7ca61f |
| AdaNeg | 17.31 | Not recorded | 6a3cb624206542251d7ca61f |
| AdaND | 17.51 | Not recorded | 6a3cb624206542251d7ca61f |
| NegLabel | 27.34 | Not recorded | 6a3cb624206542251d7ca61f |
| MCM | 68.54 | Not recorded | 6a3cb624206542251d7ca61f |

### DDE

FPR@95: 15.58. Result ID: 6a3ce8abfbc373592c527e9b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb624206542251d7ca61f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3cb624206542251d7ca61f.md>)

Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction.

### AdaNeg

FPR@95: 17.31. Result ID: 6a3ce8abfbc373592c527e99.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb624206542251d7ca61f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75711e209131cea67f50.md>)

[Implementation](<https://github.com/YBZh/OpenOOD-VLM>)

Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction.

### AdaND

FPR@95: 17.51. Result ID: 6a3ce8abfbc373592c527e9a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb624206542251d7ca61f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e11e209131cea75c33.md>)

Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction.

### NegLabel

FPR@95: 27.34. Result ID: 6a3ce8abfbc373592c527e98.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb624206542251d7ca61f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b01e209131cea57e55.md>)

Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction.

### MCM

FPR@95: 68.54. Result ID: 6a3ce8abfbc373592c527e97.

[Reporting paper](<https://www.sota2.com/research/paper/6a3cb624206542251d7ca61f.md>)

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

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

Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction.

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