# Temporal OOD Detection on Clear100 (ID) vs ImageNet-1K (OOD) (Early split t=2)

Source: [Temporal OOD Detection on Clear100 (ID) vs ImageNet-1K (OOD) (Early split t=2)](<https://www.sota2.com/research/sota/temporal-ood-detection-on-clear100-id-vs-imagenet-1k-ood-early-split-t-2>)

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

Data updated: 2026-03-20T09:06:17.915Z

Evaluation of Temporal Out-of-Distribution Detection performance where Clear100 serves as the in-distribution dataset and ImageNet-1K serves as the out-of-distribution dataset, specifically using the t=2 Early split configuration.

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 | Temporal OOD Detection |
| Dataset (including any stated split) | Clear100 ID vs ImageNet-1K OOD (Early split t=2) |
| Metric | FPR@95% TPR |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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% TPR](<https://www.sota2.com/research/sota/temporal-ood-detection-on-clear100-id-vs-imagenet-1k-ood-early-split-t-2.md?metric=FPR%4095%25%20TPR>): Lower is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/temporal-ood-detection-on-clear100-id-vs-imagenet-1k-ood-early-split-t-2.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FPR@95% TPR | Result date | Report paper |
| --- | --- | --- | --- |
| QPM | 6.49 | Not recorded | 69bcd4720636e5bf4afc291d |
| DPM | 20.13 | Not recorded | 69bcd4720636e5bf4afc291d |

### QPM

FPR@95% TPR: 6.49. Result ID: 69bd0df847f34ce924a74998.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4720636e5bf4afc291d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4720636e5bf4afc291d.md>)

Recorded evaluation configuration: {"Backbone":"ViT-32"}. This record does not assert independent reproduction.

### DPM

FPR@95% TPR: 20.13. Result ID: 69bd0df847f34ce924a74997.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4720636e5bf4afc291d.md>)

Recorded evaluation configuration: {"Backbone":"ViT-32"}. This record does not assert independent reproduction.

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