# Image Classification on ImageNet-1K Corruption Type 3

Source: [Image Classification on ImageNet-1K Corruption Type 3](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-corruption-type-3>)

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

Data updated: 2026-06-25T07:19:19.412Z

Evaluation of Image Classification performance on the ImageNet-1K dataset specifically under the conditions defined by 'Corruption Type 3'.

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-1K Corruption Type 3 |
| Metric | Test Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Test Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-corruption-type-3.md?metric=Test%20Accuracy>): Higher is better; unit: PERCENT.

- [Expected Calibration Error (ECE)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-corruption-type-3.md?metric=Expected%20Calibration%20Error%20(ECE)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Test Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CSAM | 39.85 | Not recorded | 68fa78e61e209131cea7b11a |
| SAM | 39.54 | Not recorded | 68fa78e61e209131cea7b11a |
| ACLS | 36 | Not recorded | 68fa78e61e209131cea7b11a |
| CPC | 35.71 | Not recorded | 68fa78e61e209131cea7b11a |
| MBLS | 35.58 | Not recorded | 68fa78e61e209131cea7b11a |
| SGD | 34.18 | Not recorded | 68fa78e61e209131cea7b11a |
| MDCA | 33.71 | Not recorded | 68fa78e61e209131cea7b11a |

### CSAM

Test Accuracy: 39.85. Result ID: 6a3cd66afbc373592c513918.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e61e209131cea7b11a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e61e209131cea7b11a.md>)

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

### SAM

Test Accuracy: 39.54. Result ID: 6a3cd66afbc373592c513917.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e61e209131cea7b11a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Implementation](<https://github.com/google-research/sam>)

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

### ACLS

Test Accuracy: 36. Result ID: 6a3cd66afbc373592c513915.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e61e209131cea7b11a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705e1e209131cea4aa77.md>)

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

### CPC

Test Accuracy: 35.71. Result ID: 6a3cd66afbc373592c513914.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e61e209131cea7b11a.md>)

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

### MBLS

Test Accuracy: 35.58. Result ID: 6a3cd66afbc373592c513913.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e61e209131cea7b11a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ff81e209131cea483d7.md>)

[Implementation](<https://github.com/by-liu/MbLS>)

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

### SGD

Test Accuracy: 34.18. Result ID: 6a3cd66afbc373592c513912.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e61e209131cea7b11a.md>)

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

### MDCA

Test Accuracy: 33.71. Result ID: 6a3cd66afbc373592c513916.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e61e209131cea7b11a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea323c1.md>)

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

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