# Classification on ImageNet (test)

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

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

Data updated: 2026-05-07T07:56:02.059Z

Evaluation of Classification performance on the test split of ImageNet, reporting kNN and SR metrics.

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 | Classification |
| Dataset (including any stated split) | ImageNet (test) |
| Metric | kNN Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

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

- [SR](<https://www.sota2.com/research/sota/classification-on-imagenet-test.md?metric=SR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | kNN Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PiNDA (DINO) | 55.5 | Not recorded | 68fa74811e209131cea62036 |
| PiNDA (SimCLR) | 55.48 | Not recorded | 68fa74811e209131cea62036 |
| DINO | 55.44 | Not recorded | 68fa74811e209131cea62036 |
| SimCLR | 52.05 | Not recorded | 68fa74811e209131cea62036 |
| PiNDA (MoCo) | 51.1 | Not recorded | 68fa74811e209131cea62036 |
| MoCo | 50.83 | Not recorded | 68fa74811e209131cea62036 |
| PiNDA (BYOL) | 43.25 | Not recorded | 68fa74811e209131cea62036 |
| PiNDA (SimSiam) | 43.11 | Not recorded | 68fa74811e209131cea62036 |
| BYOL | 43.04 | Not recorded | 68fa74811e209131cea62036 |
| SimSiam | 42.96 | Not recorded | 68fa74811e209131cea62036 |

### PiNDA (DINO)

kNN Accuracy: 55.5. Result ID: 69fc454847f34ce924dec0f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

Recorded evaluation configuration: {"Backbone":"Transformer","PiNDA Setting":"N (0, Σ)","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### PiNDA (SimCLR)

kNN Accuracy: 55.48. Result ID: 69fc454847f34ce924dec0f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18","PiNDA Setting":"N (0, Σ)","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### DINO

kNN Accuracy: 55.44. Result ID: 69fc454847f34ce924dec0f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

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

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

Recorded evaluation configuration: {"Backbone":"Transformer","PiNDA Setting":"—","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### SimCLR

kNN Accuracy: 52.05. Result ID: 69fc454847f34ce924dec0f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18","PiNDA Setting":"—","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### PiNDA (MoCo)

kNN Accuracy: 51.1. Result ID: 69fc454847f34ce924dec0f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18","PiNDA Setting":"N (0, Σ)","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### MoCo

kNN Accuracy: 50.83. Result ID: 69fc454847f34ce924dec0f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18","PiNDA Setting":"—","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### PiNDA (BYOL)

kNN Accuracy: 43.25. Result ID: 69fc454847f34ce924dec0f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18","PiNDA Setting":"N (0, Σ)","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### PiNDA (SimSiam)

kNN Accuracy: 43.11. Result ID: 69fc454847f34ce924dec0f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18","PiNDA Setting":"N (0, Σ)","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### BYOL

kNN Accuracy: 43.04. Result ID: 69fc454847f34ce924dec0ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.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":"ResNet18","PiNDA Setting":"—","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

### SimSiam

kNN Accuracy: 42.96. Result ID: 69fc454847f34ce924dec0f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74811e209131cea62036.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c61e209131cea1e54d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18","PiNDA Setting":"—","Batch size":"256","Epochs":"100"}. This record does not assert independent reproduction.

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