# Clustering on DeepFashion In-Shop

Source: [Clustering on DeepFashion In-Shop](<https://www.sota2.com/research/sota/clustering-on-deepfashion-in-shop>)

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

Data updated: 2026-02-26T05:38:58.395Z

Evaluation of clustering performance on the DeepFashion In-Shop dataset, measured using Normalized Mutual Information (NMI) variants.

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) | DeepFashion In-Shop |
| Metric | Category NMI |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Category NMI](<https://www.sota2.com/research/sota/clustering-on-deepfashion-in-shop.md?metric=Category%20NMI>): Higher is better; unit: PERCENT.

- [Product NMI](<https://www.sota2.com/research/sota/clustering-on-deepfashion-in-shop.md?metric=Product%20NMI>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Category NMI | Result date | Report paper |
| --- | --- | --- | --- |
| HiMulConE | 59 | Not recorded | 68fa6c601e209131cea33ab3 |
| HiConE | 58 | Not recorded | 68fa6c601e209131cea33ab3 |
| SupCon | 57 | Not recorded | 68fa6c601e209131cea33ab3 |
| HiMulCon | 57 | Not recorded | 68fa6c601e209131cea33ab3 |
| SimCLR | 15 | Not recorded | 68fa6c601e209131cea33ab3 |
| Cross Entropy | 10 | Not recorded | 68fa6c601e209131cea33ab3 |

### HiMulConE

Category NMI: 59. Result ID: 698f0dd73a6c314849f548d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

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

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

### HiConE

Category NMI: 58. Result ID: 698f0dd73a6c314849f548d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

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

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

### SupCon

Category NMI: 57. Result ID: 698f0dd73a6c314849f548d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea22756.md>)

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

### HiMulCon

Category NMI: 57. Result ID: 698f0dd73a6c314849f548d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

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

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

### SimCLR

Category NMI: 15. Result ID: 698f0dd73a6c314849f548d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

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

### Cross Entropy

Category NMI: 10. Result ID: 698f0dd73a6c314849f548d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33ab3.md>)

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

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