# Robustness on ImageNet-C (All Corruption Types)

Source: [Robustness on ImageNet-C (All Corruption Types)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types>)

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

Data updated: 2026-05-21T10:44:47.762Z

Evaluation of model robustness on ImageNet-C, reporting mean Corruption Error (mCE) alongside performance metrics for all 15 standard corruption types (e.g., Gaussian, Motion, Fog).

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 | Robustness |
| Dataset (including any stated split) | ImageNet-C |
| Metric | Mean Corruption Error (mCE) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Mean Corruption Error (mCE)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Mean%20Corruption%20Error%20(mCE)>): Lower is better; unit: PERCENT.

- [Error (Gaussian)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Gaussian)>): Lower is better; unit: PERCENT.

- [Error (Shot Noise)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Shot%20Noise)>): Lower is better; unit: PERCENT.

- [Error (Impulse Noise)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Impulse%20Noise)>): Lower is better; unit: PERCENT.

- [Error (Defocus Blur)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Defocus%20Blur)>): Lower is better; unit: PERCENT.

- [Error (Glass Blur)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Glass%20Blur)>): Lower is better; unit: PERCENT.

- [Error (Motion Blur)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Motion%20Blur)>): Lower is better; unit: PERCENT.

- [Error (Zoom Blur)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Zoom%20Blur)>): Lower is better; unit: PERCENT.

- [Error (Snow)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Snow)>): Lower is better; unit: PERCENT.

- [Error (Frost)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Frost)>): Lower is better; unit: PERCENT.

- [Error (Fog)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Fog)>): Lower is better; unit: PERCENT.

- [Error (Brightness)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Brightness)>): Lower is better; unit: PERCENT.

- [Error (Contrast)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Contrast)>): Lower is better; unit: PERCENT.

- [Error (Elastic Transform)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Elastic%20Transform)>): Lower is better; unit: PERCENT.

- [Error (Pixelate)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(Pixelate)>): Lower is better; unit: PERCENT.

- [Error (JPEG Compression)](<https://www.sota2.com/research/sota/robustness-on-imagenet-c-all-corruption-types.md?metric=Error%20(JPEG%20Compression)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Mean Corruption Error (mCE) | Result date | Report paper |
| --- | --- | --- | --- |
| NTCE | 77.6 | Not recorded | 6a0e9190f984739ed6738aa8 |
| NormFace | 77.8 | Not recorded | 6a0e9190f984739ed6738aa8 |
| NONL | 77.8 | Not recorded | 6a0e9190f984739ed6738aa8 |
| ETF + DR | 79.2 | Not recorded | 6a0e9190f984739ed6738aa8 |
| CE | 80.1 | Not recorded | 6a0e9190f984739ed6738aa8 |

### NTCE

Mean Corruption Error (mCE): 77.6. Result ID: 6a0ee0a8fbc373592c06d52f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e9190f984739ed6738aa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e9190f984739ed6738aa8.md>)

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

### NormFace

Mean Corruption Error (mCE): 77.8. Result ID: 6a0ee0a8fbc373592c06d52e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e9190f984739ed6738aa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63811e209131ce9ff08e.md>)

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

### NONL

Mean Corruption Error (mCE): 77.8. Result ID: 6a0ee0a8fbc373592c06d530.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e9190f984739ed6738aa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e9190f984739ed6738aa8.md>)

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

### ETF + DR

Mean Corruption Error (mCE): 79.2. Result ID: 6a0ee0a8fbc373592c06d52d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e9190f984739ed6738aa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3ad3c.md>)

[Implementation](<https://www.sota2.com/link.>)

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

### CE

Mean Corruption Error (mCE): 80.1. Result ID: 6a0ee0a8fbc373592c06d52c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e9190f984739ed6738aa8.md>)

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

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