# Recognition on ImageNet Out-of-Distribution (OOD) Suite (test)

Source: [Recognition on ImageNet Out-of-Distribution (OOD) Suite (test)](<https://www.sota2.com/research/sota/recognition-on-imagenet-out-of-distribution-ood-suite-test>)

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

Data updated: 2026-02-26T05:46:52.638Z

Evaluation of general Out-of-Distribution Recognition performance across the ImageNet OOD Suite test set, reporting specialized metrics like IN-A-Plus and DIN.

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 | Recognition |
| Dataset (including any stated split) | ImageNet Out-of-Distribution (OOD) Suite (test) |
| Metric | IN-A+ Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [IN-A+ Score](<https://www.sota2.com/research/sota/recognition-on-imagenet-out-of-distribution-ood-suite-test.md?metric=IN-A%2B%20Score>): Higher is better; unit: PERCENT.

- [IN-Sketch Score](<https://www.sota2.com/research/sota/recognition-on-imagenet-out-of-distribution-ood-suite-test.md?metric=IN-Sketch%20Score>): Higher is better; unit: PERCENT.

- [SIN Score](<https://www.sota2.com/research/sota/recognition-on-imagenet-out-of-distribution-ood-suite-test.md?metric=SIN%20Score>): Higher is better; unit: PERCENT.

- [DIN Score](<https://www.sota2.com/research/sota/recognition-on-imagenet-out-of-distribution-ood-suite-test.md?metric=DIN%20Score>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/recognition-on-imagenet-out-of-distribution-ood-suite-test.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IN-A+ Score | Result date | Report paper |
| --- | --- | --- | --- |
| MPM | 7.4 | Not recorded | 695c96e553fdd5c361743451 |
| Vanilla Baseline | 6.9 | Not recorded | 695c96e553fdd5c361743451 |
| MPM + AT | 5.7 | Not recorded | 695c96e553fdd5c361743451 |
| AT Baseline | 5.3 | Not recorded | 695c96e553fdd5c361743451 |

### MPM

IN-A+ Score: 7.4. Result ID: 6997ed065698665ec44627f1.

[Reporting paper](<https://www.sota2.com/research/paper/695c96e553fdd5c361743451.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695c96e553fdd5c361743451.md>)

Recorded evaluation configuration: {"Part-based":true,"Adversarial Training (AT)":false}. This record does not assert independent reproduction.

### Vanilla Baseline

IN-A+ Score: 6.9. Result ID: 6997ed065698665ec44627f0.

[Reporting paper](<https://www.sota2.com/research/paper/695c96e553fdd5c361743451.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Part-based":false,"Adversarial Training (AT)":false}. This record does not assert independent reproduction.

### MPM + AT

IN-A+ Score: 5.7. Result ID: 6997ed065698665ec44627f3.

[Reporting paper](<https://www.sota2.com/research/paper/695c96e553fdd5c361743451.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695c96e553fdd5c361743451.md>)

Recorded evaluation configuration: {"Part-based":true,"Adversarial Training (AT)":true}. This record does not assert independent reproduction.

### AT Baseline

IN-A+ Score: 5.3. Result ID: 6997ed065698665ec44627f2.

[Reporting paper](<https://www.sota2.com/research/paper/695c96e553fdd5c361743451.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Part-based":false,"Adversarial Training (AT)":true}. This record does not assert independent reproduction.

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