# Image Classification on Clothing1M noisy (train val)

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

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

Data updated: 2026-02-26T05:28:20.632Z

Evaluation of Image Classification performance on the combined training and validation splits of the Clothing1M noisy 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 noisy (train val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-noisy-train-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CausalNL | 72.24 | Not recorded | 68fa6cb81e209131cea35949 |
| T-Revision | 70.97 | Not recorded | 68fa6cb81e209131cea35949 |
| Reweight | 70.4 | Not recorded | 68fa6cb81e209131cea35949 |
| Forward | 69.91 | Not recorded | 68fa6cb81e209131cea35949 |
| CE | 68.88 | Not recorded | 68fa6cb81e209131cea35949 |
| Co-teaching | 60.15 | Not recorded | 68fa6cb81e209131cea35949 |
| MentorNet | 56.79 | Not recorded | 68fa6cb81e209131cea35949 |
| Decoupling | 54.53 | Not recorded | 68fa6cb81e209131cea35949 |

### CausalNL

Accuracy: 72.24. Result ID: 698f36373a6c314849f70d56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

Recorded evaluation configuration: {"Data usage protocol":"only noisy samples for train/val"}. This record does not assert independent reproduction.

### T-Revision

Accuracy: 70.97. Result ID: 698f36373a6c314849f70d55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea129ce.md>)

Recorded evaluation configuration: {"Data usage protocol":"only noisy samples for train/val"}. This record does not assert independent reproduction.

### Reweight

Accuracy: 70.4. Result ID: 698f36373a6c314849f70d54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62011e209131ce9f7210.md>)

Recorded evaluation configuration: {"Data usage protocol":"only noisy samples for train/val"}. This record does not assert independent reproduction.

### Forward

Accuracy: 69.91. Result ID: 698f36373a6c314849f70d53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

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

Recorded evaluation configuration: {"Data usage protocol":"only noisy samples for train/val"}. This record does not assert independent reproduction.

### CE

Accuracy: 68.88. Result ID: 698f36373a6c314849f70d4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

Recorded evaluation configuration: {"Data usage protocol":"only noisy samples for train/val"}. This record does not assert independent reproduction.

### Co-teaching

Accuracy: 60.15. Result ID: 698f36373a6c314849f70d52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fe1e209131cea07aa4.md>)

[Implementation](<https://github.com/bhanML/Co-teaching>)

Recorded evaluation configuration: {"Data usage protocol":"only noisy samples for train/val"}. This record does not assert independent reproduction.

### MentorNet

Accuracy: 56.79. Result ID: 698f36373a6c314849f70d51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bf1e209131cea063ec.md>)

[Implementation](<https://github.com/google/mentornet>)

Recorded evaluation configuration: {"Data usage protocol":"only noisy samples for train/val"}. This record does not assert independent reproduction.

### Decoupling

Accuracy: 54.53. Result ID: 698f36373a6c314849f70d50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb81e209131cea35949.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642f1e209131cea0344e.md>)

Recorded evaluation configuration: {"Data usage protocol":"only noisy samples for train/val"}. This record does not assert independent reproduction.

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