# Image Clustering on ImageNet 1k (val)

Source: [Image Clustering on ImageNet 1k (val)](<https://www.sota2.com/research/sota/image-clustering-on-imagenet-1k-val>)

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

Data updated: 2026-02-26T05:39:25.504Z

Evaluation of image clustering performance on the validation split of the ImageNet 1k dataset, measured using Cluster Accuracy and Silhouette Score.

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 Clustering |
| Dataset (including any stated split) | ImageNet 1k (val) |
| Metric | Cluster Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

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

- [Silhouette Score](<https://www.sota2.com/research/sota/image-clustering-on-imagenet-1k-val.md?metric=Silhouette%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Cluster Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MAE-CT\_min | 58 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CT\_aug | 56.9 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CT\_min | 54.9 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CT\_aug | 54.8 | Not recorded | 68fa708e1e209131cea4bc01 |
| MSN | 54.2 | Not recorded | 68fa708e1e209131cea4bc01 |
| iBOT | 52 | Not recorded | 68fa708e1e209131cea4bc01 |
| iBOT | 50 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CT\_aug | 46.2 | Not recorded | 68fa708e1e209131cea4bc01 |
| MSN | 45.4 | Not recorded | 68fa708e1e209131cea4bc01 |
| MoCo v3 | 43 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE-CT\_min | 35.3 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE | 14.3 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE | 13.8 | Not recorded | 68fa708e1e209131cea4bc01 |
| MAE | 11.1 | Not recorded | 68fa708e1e209131cea4bc01 |

### MAE-CT\_min

Cluster Accuracy: 58. Result ID: 699135093a6c314849067b96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-H/16"}. This record does not assert independent reproduction.

### MAE-CT\_aug

Cluster Accuracy: 56.9. Result ID: 699135093a6c314849067b98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### MAE-CT\_min

Cluster Accuracy: 54.9. Result ID: 699135093a6c314849067b95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### MAE-CT\_aug

Cluster Accuracy: 54.8. Result ID: 699135093a6c314849067b99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-H/16"}. This record does not assert independent reproduction.

### MSN

Cluster Accuracy: 54.2. Result ID: 699135093a6c314849067b90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea33793.md>)

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

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### iBOT

Cluster Accuracy: 52. Result ID: 699135093a6c314849067b93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### iBOT

Cluster Accuracy: 50. Result ID: 699135093a6c314849067b92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE-CT\_aug

Cluster Accuracy: 46.2. Result ID: 699135093a6c314849067b97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MSN

Cluster Accuracy: 45.4. Result ID: 699135093a6c314849067b91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea33793.md>)

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

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### MoCo v3

Cluster Accuracy: 43. Result ID: 699135093a6c314849067b8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

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

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

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE-CT\_min

Cluster Accuracy: 35.3. Result ID: 699135093a6c314849067b94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Implementation](<https://github.com/ml-jku/MAE-CT>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE

Cluster Accuracy: 14.3. Result ID: 699135093a6c314849067b8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Architecture":"ViT-L/16"}. This record does not assert independent reproduction.

### MAE

Cluster Accuracy: 13.8. Result ID: 699135093a6c314849067b8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Architecture":"ViT-B/16"}. This record does not assert independent reproduction.

### MAE

Cluster Accuracy: 11.1. Result ID: 699135093a6c314849067b8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"Architecture":"ViT-H/16"}. This record does not assert independent reproduction.

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