# Image Classification on ImageNet-C original (val)

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

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

Data updated: 2026-02-26T06:06:58.899Z

Evaluation of standard Image Classification performance, reporting Top-1 Accuracy on the validation split of the ImageNet-C dataset.

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 original (val) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-c-original-val.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DINO + SDMP | 55 | Not recorded | 68fa6cbf1e209131cea35be1 |
| DINO | 54.7 | Not recorded | 68fa6cbf1e209131cea35be1 |
| MoCo v3 + SDMP | 53.4 | Not recorded | 68fa6cbf1e209131cea35be1 |
| MoCo v3 | 52.9 | Not recorded | 68fa6cbf1e209131cea35be1 |

### DINO + SDMP

Top-1 Accuracy: 55. Result ID: 698f3a053a6c314849f733c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35be1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35be1.md>)

[Implementation](<https://github.com/OliverRensu/SDMP>)

Recorded evaluation configuration: {"Evaluation protocol":"end-to-end finetuning"}. This record does not assert independent reproduction.

### DINO

Top-1 Accuracy: 54.7. Result ID: 698f3a053a6c314849f733c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35be1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Evaluation protocol":"end-to-end finetuning"}. This record does not assert independent reproduction.

### MoCo v3 + SDMP

Top-1 Accuracy: 53.4. Result ID: 698f3a053a6c314849f733c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35be1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35be1.md>)

[Implementation](<https://github.com/OliverRensu/SDMP>)

Recorded evaluation configuration: {"Evaluation protocol":"end-to-end finetuning"}. This record does not assert independent reproduction.

### MoCo v3

Top-1 Accuracy: 52.9. Result ID: 698f3a053a6c314849f733c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35be1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea2903d.md>)

[Implementation](<https://github.com/facebookresearch/moco-v3>)

Recorded evaluation configuration: {"Evaluation protocol":"end-to-end finetuning"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.