# Image Classification on DeepFashion In-Shop (Unseen)

Source: [Image Classification on DeepFashion In-Shop (Unseen)](<https://www.sota2.com/research/sota/image-classification-on-deepfashion-in-shop-unseen>)

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

Data updated: 2026-02-26T06:06:38.856Z

Evaluation of Image Classification performance on the DeepFashion In-Shop dataset using the Unseen class protocol.

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 | Image Classification |
| Dataset (including any stated split) | DeepFashion In-Shop (Unseen) |
| Metric | Top-1 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

- [Top-1 Acc](<https://www.sota2.com/research/sota/image-classification-on-deepfashion-in-shop-unseen.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| HiMulConE | 75.29 | Not recorded | 68fa6c601e209131cea33ab3 |
| HiConE | 75.28 | Not recorded | 68fa6c601e209131cea33ab3 |
| HiMulCon | 74.88 | Not recorded | 68fa6c601e209131cea33ab3 |
| Guided | 74.04 | Not recorded | 68fa6c601e209131cea33ab3 |
| SupCon | 73.93 | Not recorded | 68fa6c601e209131cea33ab3 |
| Cross Entropy | 71.94 | Not recorded | 68fa6c601e209131cea33ab3 |
| SimCLR | 68.12 | Not recorded | 68fa6c601e209131cea33ab3 |

### HiMulConE

Top-1 Acc: 75.29. Result ID: 698f0dd73a6c314849f548bd.

[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

Top-1 Acc: 75.28. Result ID: 698f0dd73a6c314849f548bc.

[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.

### HiMulCon

Top-1 Acc: 74.88. Result ID: 698f0dd73a6c314849f548bb.

[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.

### Guided

Top-1 Acc: 74.04. Result ID: 698f0dd73a6c314849f548ba.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d988.md>)

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

### SupCon

Top-1 Acc: 73.93. Result ID: 698f0dd73a6c314849f548b9.

[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.

### Cross Entropy

Top-1 Acc: 71.94. Result ID: 698f0dd73a6c314849f548b8.

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

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

### SimCLR

Top-1 Acc: 68.12. Result ID: 698f0dd73a6c314849f548b7.

[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.

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