# Image Classification on CIFAR-10 Symmetric Noise 0.2 (test)

Source: [Image Classification on CIFAR-10 Symmetric Noise 0.2 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-symmetric-noise-0-2-test>)

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

Data updated: 2026-02-26T05:28:21.481Z

Evaluation of Image Classification performance on the test split of CIFAR-10 corrupted specifically with 20% symmetric 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) | CIFAR-10 Symmetric Noise 0.2 (test) |
| 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-cifar-10-symmetric-noise-0-2-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| NLS | 88.94 | Not recorded | 68fa6cd71e209131cea362a4 |
| NLS | 88.9 | Not recorded | 68fa6cd71e209131cea362a4 |
| Label Smoothing | 88.88 | Not recorded | 68fa6cd71e209131cea362a4 |
| NLS | 88.78 | Not recorded | 68fa6cd71e209131cea362a4 |
| NLS | 88.58 | Not recorded | 68fa6cd71e209131cea362a4 |
| NLS | 88.46 | Not recorded | 68fa6cd71e209131cea362a4 |
| NLS | 87.55 | Not recorded | 68fa6cd71e209131cea362a4 |
| Label Smoothing | 87.5 | Not recorded | 68fa6cd71e209131cea362a4 |
| Label Smoothing | 87.13 | Not recorded | 68fa6cd71e209131cea362a4 |
| Hard Label | 85.08 | Not recorded | 68fa6cd71e209131cea362a4 |

### NLS

Accuracy: 88.94. Result ID: 698f42d33a6c314849f785e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Implementation](<https://github.com/UCSC-REAL/negative-label-smoothing>)

Recorded evaluation configuration: {"Smooth Rate":"-6.0"}. This record does not assert independent reproduction.

### NLS

Accuracy: 88.9. Result ID: 698f42d33a6c314849f785e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Implementation](<https://github.com/UCSC-REAL/negative-label-smoothing>)

Recorded evaluation configuration: {"Smooth Rate":"-4.0"}. This record does not assert independent reproduction.

### Label Smoothing

Accuracy: 88.88. Result ID: 698f42d33a6c314849f785dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62331e209131ce9f8333.md>)

Recorded evaluation configuration: {"Smooth Rate":"0.8"}. This record does not assert independent reproduction.

### NLS

Accuracy: 88.78. Result ID: 698f42d33a6c314849f785e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Implementation](<https://github.com/UCSC-REAL/negative-label-smoothing>)

Recorded evaluation configuration: {"Smooth Rate":"-2.0"}. This record does not assert independent reproduction.

### NLS

Accuracy: 88.58. Result ID: 698f42d33a6c314849f785e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Implementation](<https://github.com/UCSC-REAL/negative-label-smoothing>)

Recorded evaluation configuration: {"Smooth Rate":"-1.0"}. This record does not assert independent reproduction.

### NLS

Accuracy: 88.46. Result ID: 698f42d33a6c314849f785e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Implementation](<https://github.com/UCSC-REAL/negative-label-smoothing>)

Recorded evaluation configuration: {"Smooth Rate":"-0.8"}. This record does not assert independent reproduction.

### NLS

Accuracy: 87.55. Result ID: 698f42d33a6c314849f785e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Implementation](<https://github.com/UCSC-REAL/negative-label-smoothing>)

Recorded evaluation configuration: {"Smooth Rate":"-0.4"}. This record does not assert independent reproduction.

### Label Smoothing

Accuracy: 87.5. Result ID: 698f42d33a6c314849f785de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62331e209131ce9f8333.md>)

Recorded evaluation configuration: {"Smooth Rate":"0.6"}. This record does not assert independent reproduction.

### Label Smoothing

Accuracy: 87.13. Result ID: 698f42d33a6c314849f785df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62331e209131ce9f8333.md>)

Recorded evaluation configuration: {"Smooth Rate":"0.4"}. This record does not assert independent reproduction.

### Hard Label

Accuracy: 85.08. Result ID: 698f42d33a6c314849f785e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea362a4.md>)

Recorded evaluation configuration: {"Smooth Rate":"0.0"}. This record does not assert independent reproduction.

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