# Image Classification on CIFAR-10 IDN-45% (test)

Source: [Image Classification on CIFAR-10 IDN-45% (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-idn-45-percent-test>)

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

Data updated: 2026-02-26T05:28:20.613Z

Evaluation of Image Classification performance on the 45% IDN (Independent and Identically Distributed) subset of the CIFAR-10 test set.

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 IDN-45% (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-idn-45-percent-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CausalNL | 78.6 | Not recorded | 68fa6cb81e209131cea35949 |
| Co-teaching | 71.6 | Not recorded | 68fa6cb81e209131cea35949 |
| MentorNet | 66.18 | Not recorded | 68fa6cb81e209131cea35949 |
| Decoupling | 58.61 | Not recorded | 68fa6cb81e209131cea35949 |
| Mixup | 56.45 | Not recorded | 68fa6cb81e209131cea35949 |
| T-Revision | 52.42 | Not recorded | 68fa6cb81e209131cea35949 |
| CE | 51.72 | Not recorded | 68fa6cb81e209131cea35949 |
| Reweight | 51.54 | Not recorded | 68fa6cb81e209131cea35949 |
| Forward | 48.81 | Not recorded | 68fa6cb81e209131cea35949 |

### CausalNL

Accuracy: 78.6. Result ID: 698f36373a6c314849f70d45.

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

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

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

### Co-teaching

Accuracy: 71.6. Result ID: 698f36373a6c314849f70d3e.

[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: Not recorded. This record does not assert independent reproduction.

### MentorNet

Accuracy: 66.18. Result ID: 698f36373a6c314849f70d40.

[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: Not recorded. This record does not assert independent reproduction.

### Decoupling

Accuracy: 58.61. Result ID: 698f36373a6c314849f70d3f.

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

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

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

### Mixup

Accuracy: 56.45. Result ID: 698f36373a6c314849f70d41.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e44.md>)

[Implementation](<https://github.com/facebookresearch/mixup-cifar10>)

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

### T-Revision

Accuracy: 52.42. Result ID: 698f36373a6c314849f70d44.

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

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

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

### CE

Accuracy: 51.72. Result ID: 698f36373a6c314849f70d3d.

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

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

### Reweight

Accuracy: 51.54. Result ID: 698f36373a6c314849f70d43.

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

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

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

### Forward

Accuracy: 48.81. Result ID: 698f36373a6c314849f70d42.

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

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

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

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