# Clustering on ImageNet 10 (AMI)

Source: [Clustering on ImageNet 10 (AMI)](<https://www.sota2.com/research/sota/clustering-on-imagenet-10-ami>)

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

Data updated: 2026-02-26T05:22:31.832Z

Evaluation of unsupervised image clustering performance on the ImageNet-10 dataset, specifically 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 10 |
| Metric | AMI |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-10-ami.md?metric=AMI>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AMI | Result date | Report paper |
| --- | --- | --- | --- |
| GLSHC | 89 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |
| SGL | 88 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |
| MMC | 86 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |
| MMCv | 86 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |
| DP | 86 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |
| DMC | 85 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |
| LGD | 83 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |
| GMM | 64 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |
| Random | 0 | Not recorded | 696dba7ee25ad2fa9d1ecc8a |

### GLSHC

AMI: 89. Result ID: 699a32975698665ec4b86fdc.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

### SGL

AMI: 88. Result ID: 699a32975698665ec4b86fdb.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69591e209131cea21b33.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

### MMC

AMI: 86. Result ID: 699a32975698665ec4b86fd5.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

### MMCv

AMI: 86. Result ID: 699a32975698665ec4b86fd6.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

### DP

AMI: 86. Result ID: 699a32975698665ec4b86fd8.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

### DMC

AMI: 85. Result ID: 699a32975698665ec4b86fd7.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

### LGD

AMI: 83. Result ID: 699a32975698665ec4b86fd9.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

### GMM

AMI: 64. Result ID: 699a32975698665ec4b86fda.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

### Random

AMI: 0. Result ID: 699a32975698665ec4b86fd4.

[Reporting paper](<https://www.sota2.com/research/paper/696dba7ee25ad2fa9d1ecc8a.md>)

Recorded evaluation configuration: {"Size":"13000","Dim":"128","#C":"10"}. This record does not assert independent reproduction.

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