# Image Classification on Clothing1M (val)

Source: [Image Classification on Clothing1M (val)](<https://www.sota2.com/research/sota/image-classification-on-clothing1m-val>)

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

Data updated: 2026-02-26T05:27:37.438Z

Evaluation of Image Classification performance on the validation split of the Clothing1M dataset.

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) | Clothing1M (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/image-classification-on-clothing1m-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Loss Correction | 80.4 | Not recorded | 68fa67531e209131cea157ba |
| ODD | 80.3 | Not recorded | 68fa67531e209131cea157ba |
| ERM | 75.2 | Not recorded | 68fa67531e209131cea157ba |
| ODD | 73.5 | Not recorded | 68fa67531e209131cea157ba |
| DMI | 72.5 | Not recorded | 68fa67531e209131cea157ba |
| Joint Opt. | 72.2 | Not recorded | 68fa67531e209131cea157ba |
| LCCN | 71.6 | Not recorded | 68fa67531e209131cea157ba |
| Loss Correction | 69.2 | Not recorded | 68fa67531e209131cea157ba |
| GCE | 69.1 | Not recorded | 68fa67531e209131cea157ba |
| ERM | 68.9 | Not recorded | 68fa67531e209131cea157ba |

### Loss Correction

Accuracy: 80.4. Result ID: 698d2b318b517eb4331f8189.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd4c8.md>)

Recorded evaluation configuration: {"Setting":"noisy + clean"}. This record does not assert independent reproduction.

### ODD

Accuracy: 80.3. Result ID: 698d2b318b517eb4331f818a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

Recorded evaluation configuration: {"Setting":"noisy + clean"}. This record does not assert independent reproduction.

### ERM

Accuracy: 75.2. Result ID: 698d2b318b517eb4331f8188.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644f1e209131cea03eee.md>)

Recorded evaluation configuration: {"Setting":"clean"}. This record does not assert independent reproduction.

### ODD

Accuracy: 73.5. Result ID: 698d2b318b517eb4331f8187.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

Recorded evaluation configuration: {"Setting":"noisy"}. This record does not assert independent reproduction.

### DMI

Accuracy: 72.5. Result ID: 698d2b318b517eb4331f8186.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669b1e209131cea1159a.md>)

[Implementation](<https://github.com/Newbeeer/L_DMI>)

Recorded evaluation configuration: {"Setting":"noisy"}. This record does not assert independent reproduction.

### Joint Opt.

Accuracy: 72.2. Result ID: 698d2b318b517eb4331f8185.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65aa1e209131cea0bc2c.md>)

Recorded evaluation configuration: {"Setting":"noisy"}. This record does not assert independent reproduction.

### LCCN

Accuracy: 71.6. Result ID: 698d2b318b517eb4331f8184.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

Recorded evaluation configuration: {"Setting":"noisy"}. This record does not assert independent reproduction.

### Loss Correction

Accuracy: 69.2. Result ID: 698d2b318b517eb4331f8183.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd4c8.md>)

Recorded evaluation configuration: {"Setting":"noisy"}. This record does not assert independent reproduction.

### GCE

Accuracy: 69.1. Result ID: 698d2b318b517eb4331f8182.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651f1e209131cea088eb.md>)

Recorded evaluation configuration: {"Setting":"noisy"}. This record does not assert independent reproduction.

### ERM

Accuracy: 68.9. Result ID: 698d2b318b517eb4331f8181.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67531e209131cea157ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644f1e209131cea03eee.md>)

Recorded evaluation configuration: {"Setting":"noisy"}. This record does not assert independent reproduction.

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