# Clustering on ImageNet-10 deep features (test)

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

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

Data updated: 2026-02-26T05:21:31.089Z

Evaluation of unsupervised clustering performance on the test split of the ImageNet-10 dataset, specifically utilizing deep feature representations, measured using Clustering Accuracy (ACC).

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 deep features (test) |
| Metric | ACC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [ACC](<https://www.sota2.com/research/sota/clustering-on-imagenet-10-deep-features-test.md?metric=ACC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ACC | Result date | Report paper |
| --- | --- | --- | --- |
| PAC | 95.8 | Not recorded | 68fa74261e209131cea6002d |
| SC | 82.9 | Not recorded | 68fa74261e209131cea6002d |
| SPKF | 80.6 | Not recorded | 68fa74261e209131cea6002d |
| PAM | 79.9 | Not recorded | 68fa74261e209131cea6002d |
| KM | 76.8 | Not recorded | 68fa74261e209131cea6002d |
| FCM | 75.9 | Not recorded | 68fa74261e209131cea6002d |
| FINCH | 52.6 | Not recorded | 68fa74261e209131cea6002d |

### PAC

ACC: 95.8. Result ID: 699333033a6c31484914645c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6002d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6002d.md>)

[Implementation](<https://github.com/aomandechenai/Deep-Probability-Aggregation-Clustering>)

Recorded evaluation configuration: {"Feature Type":"Deep Features"}. This record does not assert independent reproduction.

### SC

ACC: 82.9. Result ID: 699333033a6c314849146459.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6002d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5fd51e209131ce9ec371.md>)

Recorded evaluation configuration: {"Feature Type":"Deep Features"}. This record does not assert independent reproduction.

### SPKF

ACC: 80.6. Result ID: 699333033a6c31484914645a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6002d.md>)

Recorded evaluation configuration: {"Feature Type":"Deep Features"}. This record does not assert independent reproduction.

### PAM

ACC: 79.9. Result ID: 699333033a6c314849146457.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6002d.md>)

Recorded evaluation configuration: {"Feature Type":"Deep Features"}. This record does not assert independent reproduction.

### KM

ACC: 76.8. Result ID: 699333033a6c314849146456.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6002d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61641e209131ce9f408c.md>)

Recorded evaluation configuration: {"Feature Type":"Deep Features"}. This record does not assert independent reproduction.

### FCM

ACC: 75.9. Result ID: 699333033a6c314849146458.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6002d.md>)

Recorded evaluation configuration: {"Feature Type":"Deep Features"}. This record does not assert independent reproduction.

### FINCH

ACC: 52.6. Result ID: 699333033a6c31484914645b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74261e209131cea6002d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa656e1e209131cea0a574.md>)

Recorded evaluation configuration: {"Feature Type":"Deep Features"}. This record does not assert independent reproduction.

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