# Image Classification on ImageNet (Split 3)

Source: [Image Classification on ImageNet (Split 3)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-split-3>)

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

Data updated: 2026-04-07T06:45:39.670Z

Evaluation of Image Classification performance on the specific 'Split 3' configuration of the ImageNet dataset, measured using Spearman and Pearson correlation.

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 (Split 3) |
| Metric | Spearman Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Spearman Correlation](<https://www.sota2.com/research/sota/image-classification-on-imagenet-split-3.md?metric=Spearman%20Correlation>): Higher is better; unit: SCALAR.

- [Pearson Correlation](<https://www.sota2.com/research/sota/image-classification-on-imagenet-split-3.md?metric=Pearson%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Spearman Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| Mauve | 0.46 | Not recorded | 690d7d0b2828b7cc6937ce25 |
| Lens 32B | 0.37 | Not recorded | 690d7d0b2828b7cc6937ce25 |
| Lens 32B | 0.31 | Not recorded | 690d7d0b2828b7cc6937ce25 |
| MMD2 | 0.26 | Not recorded | 690d7d0b2828b7cc6937ce25 |
| PAD | 0.02 | Not recorded | 690d7d0b2828b7cc6937ce25 |
| Lens 7B | -0.1 | Not recorded | 690d7d0b2828b7cc6937ce25 |
| Lens 7B | -0.15 | Not recorded | 690d7d0b2828b7cc6937ce25 |
| MDM | -0.54 | Not recorded | 690d7d0b2828b7cc6937ce25 |

### Mauve

Spearman Correlation: 0.46. Result ID: 69d4a79a47f34ce924bbde46.

[Reporting paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b451e209131cea2d2b8.md>)

[Implementation](<https://github.com/krishnap25/mauve>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Lens 32B

Spearman Correlation: 0.37. Result ID: 69d4a79a47f34ce924bbde42.

[Reporting paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

Recorded evaluation configuration: {"Bias Configuration":"biased"}. This record does not assert independent reproduction.

### Lens 32B

Spearman Correlation: 0.31. Result ID: 69d4a79a47f34ce924bbde41.

[Reporting paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

Recorded evaluation configuration: {"Bias Configuration":"debiased"}. This record does not assert independent reproduction.

### MMD2

Spearman Correlation: 0.26. Result ID: 69d4a79a47f34ce924bbde44.

[Reporting paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PAD

Spearman Correlation: 0.02. Result ID: 69d4a79a47f34ce924bbde43.

[Reporting paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Lens 7B

Spearman Correlation: -0.1. Result ID: 69d4a79a47f34ce924bbde3f.

[Reporting paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

Recorded evaluation configuration: {"Bias Configuration":"debiased"}. This record does not assert independent reproduction.

### Lens 7B

Spearman Correlation: -0.15. Result ID: 69d4a79a47f34ce924bbde40.

[Reporting paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

Recorded evaluation configuration: {"Bias Configuration":"biased"}. This record does not assert independent reproduction.

### MDM

Spearman Correlation: -0.54. Result ID: 69d4a79a47f34ce924bbde45.

[Reporting paper](<https://www.sota2.com/research/paper/690d7d0b2828b7cc6937ce25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69181e209131cea202e8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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