# Clustering on ImageNet Dog

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

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

Data updated: 2026-02-26T05:39:25.884Z

Evaluation of unsupervised image clustering performance on the ImageNet Dog dataset, measured using Clustering Accuracy.

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 Dog |
| Metric | Clustering Accuracy |
| 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

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

## Recorded results

| Method | Clustering Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DLME | 48.3 | Not recorded | 68fa6d221e209131cea380d1 |
| DLME-A2 | 48 | Not recorded | 68fa6d221e209131cea380d1 |
| DLME-A1 | 47.9 | Not recorded | 68fa6d221e209131cea380d1 |
| DLME-A3 | 47.7 | Not recorded | 68fa6d221e209131cea380d1 |
| CRLC | 46.1 | Not recorded | 68fa6d221e209131cea380d1 |
| CC | 44.5 | Not recorded | 68fa6d221e209131cea380d1 |
| PICA | 35.2 | Not recorded | 68fa6d221e209131cea380d1 |
| DCCM | 32.1 | Not recorded | 68fa6d221e209131cea380d1 |
| DAC | 21.9 | Not recorded | 68fa6d221e209131cea380d1 |

### DLME

Clustering Accuracy: 48.3. Result ID: 698f95523a6c314849fa4889.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

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

### DLME-A2

Clustering Accuracy: 48. Result ID: 698f95523a6c314849fa488b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

Recorded evaluation configuration: {"variant":"A2"}. This record does not assert independent reproduction.

### DLME-A1

Clustering Accuracy: 47.9. Result ID: 698f95523a6c314849fa488a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

Recorded evaluation configuration: {"variant":"A1"}. This record does not assert independent reproduction.

### DLME-A3

Clustering Accuracy: 47.7. Result ID: 698f95523a6c314849fa488c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

Recorded evaluation configuration: {"variant":"A3"}. This record does not assert independent reproduction.

### CRLC

Clustering Accuracy: 46.1. Result ID: 698f95523a6c314849fa4888.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a761e209131cea284a0.md>)

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

### CC

Clustering Accuracy: 44.5. Result ID: 698f95523a6c314849fa4887.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68661e209131cea1bd44.md>)

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

### PICA

Clustering Accuracy: 35.2. Result ID: 698f95523a6c314849fa4886.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

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

### DCCM

Clustering Accuracy: 32.1. Result ID: 698f95523a6c314849fa4885.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef68.md>)

[Implementation](<https://github.com/Cory-M/DCCM>)

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

### DAC

Clustering Accuracy: 21.9. Result ID: 698f95523a6c314849fa4884.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d1.md>)

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

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