# Clustering on ImageNet-Dogs deep features (test)

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

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

Data updated: 2026-02-26T05:29:52.208Z

Evaluation of image clustering performance using ACC on the test split of the ImageNet-Dogs dataset, specifically utilizing deep features representations.

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-Dogs deep features (test) |
| Metric | Accuracy |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PAM | 52.6 | Not recorded | 68fa74261e209131cea6002d |
| SPKF | 49.1 | Not recorded | 68fa74261e209131cea6002d |
| SC | 47.6 | Not recorded | 68fa74261e209131cea6002d |
| PAC | 47.3 | Not recorded | 68fa74261e209131cea6002d |
| FINCH | 43.8 | Not recorded | 68fa74261e209131cea6002d |
| FCM | 42.3 | Not recorded | 68fa74261e209131cea6002d |
| KM | 41.8 | Not recorded | 68fa74261e209131cea6002d |

### PAM

Accuracy: 52.6. Result ID: 699333033a6c31484914645e.

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

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

### SPKF

Accuracy: 49.1. Result ID: 699333033a6c314849146461.

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

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

### SC

Accuracy: 47.6. Result ID: 699333033a6c314849146460.

[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.

### PAC

Accuracy: 47.3. Result ID: 699333033a6c314849146463.

[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.

### FINCH

Accuracy: 43.8. Result ID: 699333033a6c314849146462.

[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.

### FCM

Accuracy: 42.3. Result ID: 699333033a6c31484914645f.

[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

Accuracy: 41.8. Result ID: 699333033a6c31484914645d.

[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.

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