# Image Classification on ImageNet-C-bar level 5 1.0

Source: [Image Classification on ImageNet-C-bar level 5 1.0](<https://www.sota2.com/research/sota/image-classification-on-imagenet-c-bar-level-5-1-0>)

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

Data updated: 2026-02-26T05:28:59.100Z

Evaluation of Image Classification robustness on the ImageNet-C-bar dataset variant, specifically focusing on corruption severity level 5 (version 1.0).

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-bar level 5 1.0 |
| 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-imagenet-c-bar-level-5-1-0.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Source-Only | 47.2 | Not recorded | 68fa6fc51e209131cea47527 |
| DDA | 46.3 | Not recorded | 68fa6fc51e209131cea47527 |
| Source-Only | 44.2 | Not recorded | 68fa6fc51e209131cea47527 |
| DDA | 43.8 | Not recorded | 68fa6fc51e209131cea47527 |
| DiffPure | 32.1 | Not recorded | 68fa6fc51e209131cea47527 |
| DDA | 29.4 | Not recorded | 68fa6fc51e209131cea47527 |
| DiffPure | 28.5 | Not recorded | 68fa6fc51e209131cea47527 |
| Source-Only | 25.8 | Not recorded | 68fa6fc51e209131cea47527 |
| DiffPure | 19.8 | Not recorded | 68fa6fc51e209131cea47527 |

### Source-Only

Accuracy: 47.2. Result ID: 6990eb3e3a6c314849044b40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

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

### DDA

Accuracy: 46.3. Result ID: 6990eb3e3a6c314849044b46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

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

### Source-Only

Accuracy: 44.2. Result ID: 6990eb3e3a6c314849044b3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

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

### DDA

Accuracy: 43.8. Result ID: 6990eb3e3a6c314849044b45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

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

### DiffPure

Accuracy: 32.1. Result ID: 6990eb3e3a6c314849044b43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

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

### DDA

Accuracy: 29.4. Result ID: 6990eb3e3a6c314849044b44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### DiffPure

Accuracy: 28.5. Result ID: 6990eb3e3a6c314849044b42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

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

### Source-Only

Accuracy: 25.8. Result ID: 6990eb3e3a6c314849044b3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### DiffPure

Accuracy: 19.8. Result ID: 6990eb3e3a6c314849044b41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fc51e209131cea47527.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c841e209131cea3472d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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