# Image Classification on ImageNet-1K 20% synthetic label noise (test)

Source: [Image Classification on ImageNet-1K 20% synthetic label noise (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-20-percent-synthetic-label-noise-test>)

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

Data updated: 2026-02-26T05:29:16.011Z

Evaluation of Image Classification performance on the test split of ImageNet-1K corrupted with 20% synthetic label noise.

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) | ImageNet-1K 20% synthetic label noise (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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-imagenet-1k-20-percent-synthetic-label-noise-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Pr4ReL\_B | 60 | Not recorded | 68fa71141e209131cea4f275 |
| Uniform | 59.2 | Not recorded | 68fa71141e209131cea4f275 |
| Forget | 57.2 | Not recorded | 68fa71141e209131cea4f275 |
| SmallL | 54.4 | Not recorded | 68fa71141e209131cea4f275 |
| Pr4ReL\_B | 53.5 | Not recorded | 68fa71141e209131cea4f275 |
| Uniform | 52.7 | Not recorded | 68fa71141e209131cea4f275 |
| Forget | 50.6 | Not recorded | 68fa71141e209131cea4f275 |
| Pr4ReL\_B | 44.3 | Not recorded | 68fa71141e209131cea4f275 |
| SmallL | 42.7 | Not recorded | 68fa71141e209131cea4f275 |
| Uniform | 42.5 | Not recorded | 68fa71141e209131cea4f275 |
| SmallL | 31.4 | Not recorded | 68fa71141e209131cea4f275 |
| Pr4ReL\_B | 30.2 | Not recorded | 68fa71141e209131cea4f275 |
| Uniform | 27.8 | Not recorded | 68fa71141e209131cea4f275 |
| SmallL | 22.8 | Not recorded | 68fa71141e209131cea4f275 |
| Forget | 8.3 | Not recorded | 68fa71141e209131cea4f275 |
| Forget | 4.1 | Not recorded | 68fa71141e209131cea4f275 |

### Pr4ReL\_B

Accuracy: 60. Result ID: 699197743a6c3148490933df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Implementation](<https://github.com/kaist-dmlab/Prune4Rel>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.4"}. This record does not assert independent reproduction.

### Uniform

Accuracy: 59.2. Result ID: 699197743a6c3148490933d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.4"}. This record does not assert independent reproduction.

### Forget

Accuracy: 57.2. Result ID: 699197743a6c3148490933db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11cb3.md>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.4"}. This record does not assert independent reproduction.

### SmallL

Accuracy: 54.4. Result ID: 699197743a6c3148490933d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

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

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

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.4"}. This record does not assert independent reproduction.

### Pr4ReL\_B

Accuracy: 53.5. Result ID: 699197743a6c3148490933de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Implementation](<https://github.com/kaist-dmlab/Prune4Rel>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.2"}. This record does not assert independent reproduction.

### Uniform

Accuracy: 52.7. Result ID: 699197743a6c3148490933d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.2"}. This record does not assert independent reproduction.

### Forget

Accuracy: 50.6. Result ID: 699197743a6c3148490933da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11cb3.md>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.2"}. This record does not assert independent reproduction.

### Pr4ReL\_B

Accuracy: 44.3. Result ID: 699197743a6c3148490933dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Implementation](<https://github.com/kaist-dmlab/Prune4Rel>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.1"}. This record does not assert independent reproduction.

### SmallL

Accuracy: 42.7. Result ID: 699197743a6c3148490933d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

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

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

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.2"}. This record does not assert independent reproduction.

### Uniform

Accuracy: 42.5. Result ID: 699197743a6c3148490933d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.1"}. This record does not assert independent reproduction.

### SmallL

Accuracy: 31.4. Result ID: 699197743a6c3148490933d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

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

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

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.1"}. This record does not assert independent reproduction.

### Pr4ReL\_B

Accuracy: 30.2. Result ID: 699197743a6c3148490933dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Implementation](<https://github.com/kaist-dmlab/Prune4Rel>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.05"}. This record does not assert independent reproduction.

### Uniform

Accuracy: 27.8. Result ID: 699197743a6c3148490933d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.05"}. This record does not assert independent reproduction.

### SmallL

Accuracy: 22.8. Result ID: 699197743a6c3148490933d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

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

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

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.05"}. This record does not assert independent reproduction.

### Forget

Accuracy: 8.3. Result ID: 699197743a6c3148490933d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11cb3.md>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.1"}. This record does not assert independent reproduction.

### Forget

Accuracy: 4.1. Result ID: 699197743a6c3148490933d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71141e209131cea4f275.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b01e209131cea11cb3.md>)

Recorded evaluation configuration: {"Re-label Model":"SOP+","Selection Ratio":"0.05"}. This record does not assert independent reproduction.

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