# Clustering on ImageNet-1k

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

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

Data updated: 2026-02-26T05:22:30.513Z

Evaluation of image clustering performance on the ImageNet-1k dataset, measured using Adjusted Mutual Information (AMI).

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 | Clustering |
| Dataset (including any stated split) | ImageNet-1k |
| Metric | AMI |
| 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

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

## Recorded results

| Method | AMI | Result date | Report paper |
| --- | --- | --- | --- |
| ProPos | 52.5 | Not recorded | 68fa6dd31e209131cea3c34f |
| PCL | 41 | Not recorded | 68fa6dd31e209131cea3c34f |
| MoCo | 28.5 | Not recorded | 68fa6dd31e209131cea3c34f |
| DeepCluster | 28.1 | Not recorded | 68fa6dd31e209131cea3c34f |

### ProPos

AMI: 52.5. Result ID: 698fde3b3a6c314849fc6d2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd31e209131cea3c34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd31e209131cea3c34f.md>)

[Implementation](<https://github.com/Hzzone/ProPos>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Training Epochs":200}. This record does not assert independent reproduction.

### PCL

AMI: 41. Result ID: 698fde3b3a6c314849fc6d2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd31e209131cea3c34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22eea.md>)

[Implementation](<https://github.com/salesforce/PCL>)

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

### MoCo

AMI: 28.5. Result ID: 698fde3b3a6c314849fc6d2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd31e209131cea3c34f.md>)

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

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

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

### DeepCluster

AMI: 28.1. Result ID: 698fde3b3a6c314849fc6d2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd31e209131cea3c34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65861e209131cea0ad87.md>)

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

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