# Image Classification on ImageNet-C 18 (test)

Source: [Image Classification on ImageNet-C 18 (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-c-18-test>)

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

Data updated: 2026-02-26T05:34:17.984Z

Evaluation of Image Classification performance on the specific '18' variant or subset of the ImageNet-C test set, measuring accuracy across defined corruption types.

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) | ImageNet-C 18 (test) |
| Metric | Accuracy (ImageNet-C) |
| 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 (ImageNet-C)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-c-18-test.md?metric=Accuracy%20(ImageNet-C)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (ImageNet-C) | Result date | Report paper |
| --- | --- | --- | --- |
| ETA | 48.1 | Not recorded | 68fa6f731e209131cea45a81 |
| MSLC | 48 | Not recorded | 68fa6f731e209131cea45a81 |
| LAME | 47.6 | Not recorded | 68fa6f731e209131cea45a81 |
| SHOT-IM | 43.1 | Not recorded | 68fa6f731e209131cea45a81 |
| Tent | 42.7 | Not recorded | 68fa6f731e209131cea45a81 |
| PL | 38.4 | Not recorded | 68fa6f731e209131cea45a81 |
| T3A | 36.5 | Not recorded | 68fa6f731e209131cea45a81 |
| BN | 33.5 | Not recorded | 68fa6f731e209131cea45a81 |
| ERM | 18 | Not recorded | 68fa6f731e209131cea45a81 |

### ETA

Accuracy (ImageNet-C): 48.1. Result ID: 6990d2303a6c314849038bc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### MSLC

Accuracy (ImageNet-C): 48. Result ID: 6990d2303a6c314849038bc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

[Implementation](<https://github.com/SakurajimaMaiii/TSD>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### LAME

Accuracy (ImageNet-C): 47.6. Result ID: 6990d2303a6c314849038bc5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32ca1.md>)

[Implementation](<https://github.com/fiveai/LAME>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### SHOT-IM

Accuracy (ImageNet-C): 43.1. Result ID: 6990d2303a6c314849038bc2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### Tent

Accuracy (ImageNet-C): 42.7. Result ID: 6990d2303a6c314849038bc0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### PL

Accuracy (ImageNet-C): 38.4. Result ID: 6990d2303a6c314849038bc1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### T3A

Accuracy (ImageNet-C): 36.5. Result ID: 6990d2303a6c314849038bc3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### BN

Accuracy (ImageNet-C): 33.5. Result ID: 6990d2303a6c314849038bbf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### ERM

Accuracy (ImageNet-C): 18. Result ID: 6990d2303a6c314849038bbe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

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