# Open-set Recognition on ImageNet-R and ImageNet-O (test)

Source: [Open-set Recognition on ImageNet-R and ImageNet-O (test)](<https://www.sota2.com/research/sota/open-set-recognition-on-imagenet-r-and-imagenet-o-test>)

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

Data updated: 2026-06-02T12:37:31.302Z

Evaluation of Open-Set Recognition performance using the combined ImageNet-R and ImageNet-O datasets (test split), reporting accuracy, AUROC, FPR, and OSCR.

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 | Open-set Recognition |
| Dataset (including any stated split) | ImageNet-R and ImageNet-O (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/open-set-recognition-on-imagenet-r-and-imagenet-o-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/open-set-recognition-on-imagenet-r-and-imagenet-o-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [FPR](<https://www.sota2.com/research/sota/open-set-recognition-on-imagenet-r-and-imagenet-o-test.md?metric=FPR>): Lower is better; unit: PERCENT.

- [OSCR](<https://www.sota2.com/research/sota/open-set-recognition-on-imagenet-r-and-imagenet-o-test.md?metric=OSCR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| EATA | 43.76 | Not recorded | 6a1e6441dbd7150506f858ff |
| OSTTA | 41.33 | Not recorded | 6a1e6441dbd7150506f858ff |
| Tent | 40.96 | Not recorded | 6a1e6441dbd7150506f858ff |
| SAR(GN) | 40.81 | Not recorded | 6a1e6441dbd7150506f858ff |
| UniEnt+(Tent) | 40.05 | Not recorded | 6a1e6441dbd7150506f858ff |
| SAR(BN) | 39.48 | Not recorded | 6a1e6441dbd7150506f858ff |
| UniEnt(Tent) | 39.45 | Not recorded | 6a1e6441dbd7150506f858ff |
| SoTTA | 38.77 | Not recorded | 6a1e6441dbd7150506f858ff |
| SAR(BN+Sigmoid) | 33.66 | Not recorded | 6a1e6441dbd7150506f858ff |
| Tent(Sigmoid) | 33.29 | Not recorded | 6a1e6441dbd7150506f858ff |

### EATA

Accuracy: 43.76. Result ID: 6a1ecdd6fbc373592c1a83de.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

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

### OSTTA

Accuracy: 41.33. Result ID: 6a1ecdd6fbc373592c1a83e2.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707e1e209131cea4b785.md>)

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

### Tent

Accuracy: 40.96. Result ID: 6a1ecdd6fbc373592c1a83dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

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

### SAR(GN)

Accuracy: 40.81. Result ID: 6a1ecdd6fbc373592c1a83e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e77.md>)

Recorded evaluation configuration: {"Normalization":"GN"}. This record does not assert independent reproduction.

### UniEnt+(Tent)

Accuracy: 40.05. Result ID: 6a1ecdd6fbc373592c1a83e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a65.md>)

[Implementation](<https://github.com/gaozhengqing/UniEnt>)

Recorded evaluation configuration: {"Base Method":"Tent","variant":"+"}. This record does not assert independent reproduction.

### SAR(BN)

Accuracy: 39.48. Result ID: 6a1ecdd6fbc373592c1a83e3.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e77.md>)

Recorded evaluation configuration: {"Normalization":"BN"}. This record does not assert independent reproduction.

### UniEnt(Tent)

Accuracy: 39.45. Result ID: 6a1ecdd6fbc373592c1a83df.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a65.md>)

[Implementation](<https://github.com/gaozhengqing/UniEnt>)

Recorded evaluation configuration: {"Base Method":"Tent"}. This record does not assert independent reproduction.

### SoTTA

Accuracy: 38.77. Result ID: 6a1ecdd6fbc373592c1a83e1.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4e005.md>)

[Implementation](<https://github.com/taeckyung/SoTTA>)

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

### SAR(BN+Sigmoid)

Accuracy: 33.66. Result ID: 6a1ecdd6fbc373592c1a83e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

Recorded evaluation configuration: {"Normalization":"BN","Output Function":"Sigmoid"}. This record does not assert independent reproduction.

### Tent(Sigmoid)

Accuracy: 33.29. Result ID: 6a1ecdd6fbc373592c1a83dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6441dbd7150506f858ff.md>)

Recorded evaluation configuration: {"Output Function":"Sigmoid"}. This record does not assert independent reproduction.

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