# Image Classification on CIFAR-10 (Acc., RAC, rBDM)

Source: [Image Classification on CIFAR-10 (Acc., RAC, rBDM)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-acc-rac-rbdm>)

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

Data updated: 2026-02-26T05:32:56.671Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, focusing on Accuracy (%), RAC, and rBDM metrics.

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 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-acc-rac-rbdm.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [RAC](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-acc-rac-rbdm.md?metric=RAC>): Higher is better; unit: SCALAR.

- [rBDM](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-acc-rac-rbdm.md?metric=rBDM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline | 80.27 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 79.85 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 79.15 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 77.72 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 76.82 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 74.84 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 72.75 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 58.05 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 55.5 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 50.72 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 43.57 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 24.16 | Not recorded | 6993f6a89ebc499c97409fc1 |

### Baseline

Accuracy: 80.27. Result ID: 699a9d375698665ec428f086.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Cap.":"100","Config.":"q = 32"}. This record does not assert independent reproduction.

### QAT

Accuracy: 79.85. Result ID: 699a9d375698665ec428f087.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ed1e209131cea018a6.md>)

Recorded evaluation configuration: {"Cap.":"–","Config.":"q = 16"}. This record does not assert independent reproduction.

### QAT

Accuracy: 79.15. Result ID: 699a9d375698665ec428f088.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ed1e209131cea018a6.md>)

Recorded evaluation configuration: {"Cap.":"–","Config.":"q = 8"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 77.72. Result ID: 699a9d375698665ec428f08a.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Model":"MobileNet","Cap.":"10","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 76.82. Result ID: 699a9d375698665ec428f08b.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Model":"MobileNet","Cap.":"5","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 74.84. Result ID: 699a9d375698665ec428f08c.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Model":"MobileNet","Cap.":"1","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 72.75. Result ID: 699a9d375698665ec428f08d.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Model":"MobileNet","Cap.":"0.5","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 58.05. Result ID: 699a9d375698665ec428f08e.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Model":"MobileNet","Cap.":"10","Config.":"s = 4"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 55.5. Result ID: 699a9d375698665ec428f08f.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Model":"MobileNet","Cap.":"5","Config.":"s = 4"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 50.72. Result ID: 699a9d375698665ec428f090.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Model":"MobileNet","Cap.":"1","Config.":"s = 4"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 43.57. Result ID: 699a9d375698665ec428f091.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

Recorded evaluation configuration: {"Model":"MobileNet","Cap.":"0.5","Config.":"s = 4"}. This record does not assert independent reproduction.

### QAT

Accuracy: 24.16. Result ID: 699a9d375698665ec428f089.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6a89ebc499c97409fc1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ed1e209131cea018a6.md>)

Recorded evaluation configuration: {"Cap.":"–","Config.":"q = 4"}. This record does not assert independent reproduction.

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