# Image Classification on CIFAR10 (test) (Run Statistics)

Source: [Image Classification on CIFAR10 (test) (Run Statistics)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-run-statistics>)

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

Data updated: 2026-02-26T05:51:52.599Z

Evaluation of Image Classification performance on the CIFAR-10 test set, reporting summary statistics (mean, standard deviation, min, max, range) across multiple runs or samples.

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) | CIFAR10 (test) |
| Metric | Mean Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Mean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-run-statistics.md?metric=Mean%20Accuracy>): Higher is better; unit: PERCENT.

- [Std Dev Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-run-statistics.md?metric=Std%20Dev%20Accuracy>): Lower is better; unit: SCALAR.

- [Min Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-run-statistics.md?metric=Min%20Accuracy>): Higher is better; unit: PERCENT.

- [Max Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-run-statistics.md?metric=Max%20Accuracy>): Higher is better; unit: PERCENT.

- [Range Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-run-statistics.md?metric=Range%20Accuracy>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Mean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MultiSOL | 82.05 | Not recorded | 692d214dd6b0dd3342931966 |
| LDAM | 81.77 | Not recorded | 692d214dd6b0dd3342931966 |
| CE | 80.77 | Not recorded | 692d214dd6b0dd3342931966 |
| Square | 80.65 | Not recorded | 692d214dd6b0dd3342931966 |
| IB | 78.29 | Not recorded | 692d214dd6b0dd3342931966 |
| GAN | 78.06 | Not recorded | 692d214dd6b0dd3342931966 |

### MultiSOL

Mean Accuracy: 82.05. Result ID: 6995e99c3badfaffe6f231b5.

[Reporting paper](<https://www.sota2.com/research/paper/692d214dd6b0dd3342931966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d214dd6b0dd3342931966.md>)

Recorded evaluation configuration: {"runs":5}. This record does not assert independent reproduction.

### LDAM

Mean Accuracy: 81.77. Result ID: 6995e99c3badfaffe6f231b4.

[Reporting paper](<https://www.sota2.com/research/paper/692d214dd6b0dd3342931966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e0f.md>)

[Implementation](<https://github.com/kaidic/LDAM-DRW>)

Recorded evaluation configuration: {"runs":5}. This record does not assert independent reproduction.

### CE

Mean Accuracy: 80.77. Result ID: 6995e99c3badfaffe6f231b1.

[Reporting paper](<https://www.sota2.com/research/paper/692d214dd6b0dd3342931966.md>)

Recorded evaluation configuration: {"runs":5}. This record does not assert independent reproduction.

### Square

Mean Accuracy: 80.65. Result ID: 6995e99c3badfaffe6f231b6.

[Reporting paper](<https://www.sota2.com/research/paper/692d214dd6b0dd3342931966.md>)

Recorded evaluation configuration: {"runs":5}. This record does not assert independent reproduction.

### IB

Mean Accuracy: 78.29. Result ID: 6995e99c3badfaffe6f231b3.

[Reporting paper](<https://www.sota2.com/research/paper/692d214dd6b0dd3342931966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af71e209131cea2b6c4.md>)

[Implementation](<https://github.com/pseulki/IB-Loss>)

Recorded evaluation configuration: {"runs":5}. This record does not assert independent reproduction.

### GAN

Mean Accuracy: 78.06. Result ID: 6995e99c3badfaffe6f231b2.

[Reporting paper](<https://www.sota2.com/research/paper/692d214dd6b0dd3342931966.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732f1e209131cea5af74.md>)

Recorded evaluation configuration: {"runs":5}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
