# Image Classification on ImageNet-C-9 (test)

Source: [Image Classification on ImageNet-C-9 (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-c-9-test>)

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

Data updated: 2026-02-26T05:28:02.076Z

Evaluation of Image Classification performance on the test split of the ImageNet-C-9 dataset, measured using Accuracy.

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-9 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-9-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| BYOL + OA-Crop (GT) | 31.65 | Not recorded | 68fa6b171e209131cea2c105 |
| BYOL + OA-Crop (CAM) | 28.7 | Not recorded | 68fa6b171e209131cea2c105 |
| MoCov2 + OA-Crop (CAM) | 27.85 | Not recorded | 68fa6b171e209131cea2c105 |
| BYOL (Baseline) | 27.51 | Not recorded | 68fa6b171e209131cea2c105 |
| MoCov2 + OA-Crop (GT) | 26.81 | Not recorded | 68fa6b171e209131cea2c105 |
| MoCov2 (Baseline) | 26.08 | Not recorded | 68fa6b171e209131cea2c105 |

### BYOL + OA-Crop (GT)

Accuracy: 31.65. Result ID: 698e5716ffc3901de09cc0fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Implementation](<https://github.com/alinlab/object-aware-contrastive>)

Recorded evaluation configuration: {"Model":"BYOL","Crop":"OA-Crop (GT)","Network":"ResNet-50","Evaluation Protocol":"Linear Classification"}. This record does not assert independent reproduction.

### BYOL + OA-Crop (CAM)

Accuracy: 28.7. Result ID: 698e5716ffc3901de09cc0fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Implementation](<https://github.com/alinlab/object-aware-contrastive>)

Recorded evaluation configuration: {"Model":"BYOL","Crop":"OA-Crop (CAM)","Network":"ResNet-50","Evaluation Protocol":"Linear Classification"}. This record does not assert independent reproduction.

### MoCov2 + OA-Crop (CAM)

Accuracy: 27.85. Result ID: 698e5716ffc3901de09cc0f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Implementation](<https://github.com/alinlab/object-aware-contrastive>)

Recorded evaluation configuration: {"Model":"MoCov2","Crop":"OA-Crop (CAM)","Network":"ResNet-50","Evaluation Protocol":"Linear Classification"}. This record does not assert independent reproduction.

### BYOL (Baseline)

Accuracy: 27.51. Result ID: 698e5716ffc3901de09cc0fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Model":"BYOL","Crop":"Baseline","Network":"ResNet-50","Evaluation Protocol":"Linear Classification"}. This record does not assert independent reproduction.

### MoCov2 + OA-Crop (GT)

Accuracy: 26.81. Result ID: 698e5716ffc3901de09cc0fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Implementation](<https://github.com/alinlab/object-aware-contrastive>)

Recorded evaluation configuration: {"Model":"MoCov2","Crop":"OA-Crop (GT)","Network":"ResNet-50","Evaluation Protocol":"Linear Classification"}. This record does not assert independent reproduction.

### MoCov2 (Baseline)

Accuracy: 26.08. Result ID: 698e5716ffc3901de09cc0f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c105.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67371e209131cea14e30.md>)

Recorded evaluation configuration: {"Model":"MoCov2","Crop":"Baseline","Network":"ResNet-50","Evaluation Protocol":"Linear Classification"}. This record does not assert independent reproduction.

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