# Image Classification on ImageNet-1k (Accuracy and dCor^2)

Source: [Image Classification on ImageNet-1k (Accuracy and dCor^2)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-and-dcor-2>)

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

Data updated: 2026-06-19T07:33:16.352Z

Evaluation of Image Classification performance on the ImageNet-1k dataset, reporting standard accuracy (acc. \[%\]) alongside the distance correlation squared metric (dCor^2).

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 |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-and-dcor-2.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [dCor^2](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-accuracy-and-dcor-2.md?metric=dCor%5E2>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DINO | 75.3 | Not recorded | 68fa77591e209131cea7294a |
| BYOL | 74.3 | Not recorded | 68fa77591e209131cea7294a |
| Barlow Twins | 73.2 | Not recorded | 68fa77591e209131cea7294a |
| VICReg | 73.2 | Not recorded | 68fa77591e209131cea7294a |
| SimCLR | 69.3 | Not recorded | 68fa77591e209131cea7294a |
| ADM | 65.3 | Not recorded | 68fa77591e209131cea7294a |
| MoCo | 60.6 | Not recorded | 68fa77591e209131cea7294a |

### DINO

Accuracy: 75.3. Result ID: 6a34eff9fbc373592c31e16f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7294a.md>)

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

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

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

### BYOL

Accuracy: 74.3. Result ID: 6a34eff9fbc373592c31e16e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7294a.md>)

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

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

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

### Barlow Twins

Accuracy: 73.2. Result ID: 6a34eff9fbc373592c31e16c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7294a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f141e209131ce9e75ab.md>)

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

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

### VICReg

Accuracy: 73.2. Result ID: 6a34eff9fbc373592c31e16d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7294a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb91e209131cea2fe0f.md>)

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

### SimCLR

Accuracy: 69.3. Result ID: 6a34eff9fbc373592c31e16b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7294a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

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

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

### ADM

Accuracy: 65.3. Result ID: 6a34eff9fbc373592c31e170.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7294a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7294a.md>)

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

### MoCo

Accuracy: 60.6. Result ID: 6a34eff9fbc373592c31e16a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77591e209131cea7294a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea15344.md>)

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

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

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