# Image Classification on Tiny-ImageNet-C Severity 5

Source: [Image Classification on Tiny-ImageNet-C Severity 5](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-c-severity-5>)

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

Data updated: 2026-02-26T05:29:29.066Z

Evaluation of Image Classification performance on the Tiny-ImageNet-C dataset corrupted specifically at Severity Level 5, reporting Accuracy and mean Corruption Error (mCE).

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 | Image Classification |
| Dataset (including any stated split) | Tiny-ImageNet-C Severity 5 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/image-classification-on-tiny-imagenet-c-severity-5.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [mCE](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-c-severity-5.md?metric=mCE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TEA | 31.67 | Not recorded | 68fa725d1e209131cea55f91 |
| SHOT | 29.14 | Not recorded | 68fa725d1e209131cea55f91 |
| PL | 28.26 | Not recorded | 68fa725d1e209131cea55f91 |
| SAR | 28.21 | Not recorded | 68fa725d1e209131cea55f91 |
| BN | 27.74 | Not recorded | 68fa725d1e209131cea55f91 |
| ETA | 27.28 | Not recorded | 68fa725d1e209131cea55f91 |
| EATA | 27.28 | Not recorded | 68fa725d1e209131cea55f91 |
| TENT | 26.31 | Not recorded | 68fa725d1e209131cea55f91 |
| Source | 21.21 | Not recorded | 68fa725d1e209131cea55f91 |

### TEA

Accuracy: 31.67. Result ID: 699233a73a6c3148490d455e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

[Implementation](<https://github.com/yuanyige/tea>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### SHOT

Accuracy: 29.14. Result ID: 699233a73a6c3148490d4559.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Implementation](<https://github.com/tim-learn/SHOT>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### PL

Accuracy: 28.26. Result ID: 699233a73a6c3148490d4558.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### SAR

Accuracy: 28.21. Result ID: 699233a73a6c3148490d455d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

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

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### BN

Accuracy: 27.74. Result ID: 699233a73a6c3148490d4557.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a01e209131cea1d382.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### ETA

Accuracy: 27.28. Result ID: 699233a73a6c3148490d455b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca11e209131cea35123.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### EATA

Accuracy: 27.28. Result ID: 699233a73a6c3148490d455c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca11e209131cea35123.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### TENT

Accuracy: 26.31. Result ID: 699233a73a6c3148490d455a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

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

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

### Source

Accuracy: 21.21. Result ID: 699233a73a6c3148490d4556.

[Reporting paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55f91.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Normalization":"BatchNorm"}. This record does not assert independent reproduction.

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