# Out-of-Distribution Image Classification on Tiny-ImageNet-C (test)

Source: [Out-of-Distribution Image Classification on Tiny-ImageNet-C (test)](<https://www.sota2.com/research/sota/out-of-distribution-image-classification-on-tiny-imagenet-c-test>)

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

Data updated: 2026-07-07T07:27:41.977Z

Evaluation of Out-of-Distribution Image Classification performance on the test split of the Tiny-ImageNet-C dataset, focusing on robustness across various corruption types like Color, Noise, and Compression.

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 | Out-of-Distribution Image Classification |
| Dataset (including any stated split) | Tiny-ImageNet-C (test) |
| Metric | Accuracy (Color Corruption) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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 (Color Corruption)](<https://www.sota2.com/research/sota/out-of-distribution-image-classification-on-tiny-imagenet-c-test.md?metric=Accuracy%20(Color%20Corruption)>): Higher is better; unit: PERCENT.

- [Accuracy (Noise Corruption)](<https://www.sota2.com/research/sota/out-of-distribution-image-classification-on-tiny-imagenet-c-test.md?metric=Accuracy%20(Noise%20Corruption)>): Higher is better; unit: PERCENT.

- [Accuracy (Compression Corruption)](<https://www.sota2.com/research/sota/out-of-distribution-image-classification-on-tiny-imagenet-c-test.md?metric=Accuracy%20(Compression%20Corruption)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Color Corruption) | Result date | Report paper |
| --- | --- | --- | --- |
| HO-HE | 52.19 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| Realism | 49.41 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| Similar Only | 48.4 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| Random Sampling | 48.17 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| Original | 40.52 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| CLIP | 40.52 | Not recorded | 6a4c87f585dba69fef8b24c2 |

### HO-HE

Accuracy (Color Corruption): 52.19. Result ID: 6a4caa5060b88bb339c78423.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

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

### Realism

Accuracy (Color Corruption): 49.41. Result ID: 6a4caa5060b88bb339c78422.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fc8.md>)

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

### Similar Only

Accuracy (Color Corruption): 48.4. Result ID: 6a4caa5060b88bb339c78420.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f481e209131cea44bf8.md>)

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

### Random Sampling

Accuracy (Color Corruption): 48.17. Result ID: 6a4caa5060b88bb339c7841f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

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

### Original

Accuracy (Color Corruption): 40.52. Result ID: 6a4caa5060b88bb339c7841e.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

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

### CLIP

Accuracy (Color Corruption): 40.52. Result ID: 6a4caa5060b88bb339c78421.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8b1e209131cea40739.md>)

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

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