# Image Classification on CIFAR10 (test) (Accuracy, RAC, rBDM)

Source: [Image Classification on CIFAR10 (test) (Accuracy, RAC, rBDM)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-accuracy-rac-rbdm>)

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

Data updated: 2026-02-26T05:32:56.656Z

Evaluation of Image Classification performance on the CIFAR-10 test set, reporting Accuracy, RAC, and rBDM scores.

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 | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 36 of 36 |
| 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-cifar10-test-accuracy-rac-rbdm.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [RAC](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-accuracy-rac-rbdm.md?metric=RAC>): Higher is better; unit: SCALAR.

- [rBDM](<https://www.sota2.com/research/sota/image-classification-on-cifar10-test-accuracy-rac-rbdm.md?metric=rBDM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MoMos | 89.77 | Not recorded | 6993f6a89ebc499c97409fc1 |
| Baseline/FP32 | 89.3 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 85.47 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 84.98 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 83.57 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 83.11 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 82.98 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 82.59 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 82.51 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 82.07 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 82.01 | Not recorded | 6993f6a89ebc499c97409fc1 |
| Baseline/FP32 | 81.85 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 81.75 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 81.67 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 81.65 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 81.44 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 81.43 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 81.38 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 79.67 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 73.85 | Not recorded | 6993f6a89ebc499c97409fc1 |
| Baseline/FP32 | 57.8 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 57.68 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 57.66 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 57.63 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 57.22 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 57.01 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 56.97 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 55.21 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 54.93 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 53.27 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 52.22 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 48.85 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 48.74 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 44.35 | Not recorded | 6993f6a89ebc499c97409fc1 |
| QAT | 30.69 | Not recorded | 6993f6a89ebc499c97409fc1 |
| MoMos | 13.08 | Not recorded | 6993f6a89ebc499c97409fc1 |

### MoMos

Accuracy: 89.77. Result ID: 699a9d375698665ec428f06f.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"10","Config.":"s = 2"}. This record does not assert independent reproduction.

### Baseline/FP32

Accuracy: 89.3. Result ID: 699a9d375698665ec428f063.

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"100","Config.":"q = 32"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 85.47. Result ID: 699a9d375698665ec428f072.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"5","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 84.98. Result ID: 699a9d375698665ec428f075.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"1","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 83.57. Result ID: 699a9d375698665ec428f07b.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"10","Config.":"s = 4"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 83.11. Result ID: 699a9d375698665ec428f082.

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

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

Recorded evaluation configuration: {"Backbone":"Tiny-ViT","Cap.":"1","Config.":"s = 4"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 82.98. Result ID: 699a9d375698665ec428f07f.

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

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

Recorded evaluation configuration: {"Backbone":"Tiny-ViT","Cap.":"5","Config.":"s = 4"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 82.59. Result ID: 699a9d375698665ec428f07c.

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

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

Recorded evaluation configuration: {"Backbone":"Tiny-ViT","Cap.":"10","Config.":"s = 4"}. This record does not assert independent reproduction.

### QAT

Accuracy: 82.51. Result ID: 699a9d375698665ec428f06a.

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

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

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

### MoMos

Accuracy: 82.07. Result ID: 699a9d375698665ec428f076.

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

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

Recorded evaluation configuration: {"Backbone":"Tiny-ViT","Cap.":"1","Config.":"s = 2"}. This record does not assert independent reproduction.

### QAT

Accuracy: 82.01. Result ID: 699a9d375698665ec428f067.

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

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

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

### Baseline/FP32

Accuracy: 81.85. Result ID: 699a9d375698665ec428f064.

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

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

### MoMos

Accuracy: 81.75. Result ID: 699a9d375698665ec428f070.

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

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

Recorded evaluation configuration: {"Backbone":"Tiny-ViT","Cap.":"10","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 81.67. Result ID: 699a9d375698665ec428f073.

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

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

Recorded evaluation configuration: {"Backbone":"Tiny-ViT","Cap.":"5","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 81.65. Result ID: 699a9d375698665ec428f07e.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"5","Config.":"s = 4"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 81.44. Result ID: 699a9d375698665ec428f078.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"0.5","Config.":"s = 2"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 81.43. Result ID: 699a9d375698665ec428f079.

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

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

Recorded evaluation configuration: {"Backbone":"Tiny-ViT","Cap.":"0.5","Config.":"s = 2"}. This record does not assert independent reproduction.

### QAT

Accuracy: 81.38. Result ID: 699a9d375698665ec428f066.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"–","Config.":"q = 16"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 79.67. Result ID: 699a9d375698665ec428f085.

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

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

Recorded evaluation configuration: {"Backbone":"Tiny-ViT","Cap.":"0.5","Config.":"s = 4"}. This record does not assert independent reproduction.

### QAT

Accuracy: 73.85. Result ID: 699a9d375698665ec428f069.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"–","Config.":"q = 8"}. This record does not assert independent reproduction.

### Baseline/FP32

Accuracy: 57.8. Result ID: 699a9d375698665ec428f062.

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

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

### MoMos

Accuracy: 57.68. Result ID: 699a9d375698665ec428f06e.

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

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

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

### QAT

Accuracy: 57.66. Result ID: 699a9d375698665ec428f065.

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

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

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

### QAT

Accuracy: 57.63. Result ID: 699a9d375698665ec428f068.

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

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

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

### MoMos

Accuracy: 57.22. Result ID: 699a9d375698665ec428f071.

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

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

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

### MoMos

Accuracy: 57.01. Result ID: 699a9d375698665ec428f074.

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

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

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

### MoMos

Accuracy: 56.97. Result ID: 699a9d375698665ec428f077.

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

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

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

### MoMos

Accuracy: 55.21. Result ID: 699a9d375698665ec428f07a.

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

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

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

### MoMos

Accuracy: 54.93. Result ID: 699a9d375698665ec428f07d.

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

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

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

### MoMos

Accuracy: 53.27. Result ID: 699a9d375698665ec428f080.

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

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

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

### MoMos

Accuracy: 52.22. Result ID: 699a9d375698665ec428f083.

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

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

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

### QAT

Accuracy: 48.85. Result ID: 699a9d375698665ec428f06d.

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

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

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

### MoMos

Accuracy: 48.74. Result ID: 699a9d375698665ec428f081.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"1","Config.":"s = 4"}. This record does not assert independent reproduction.

### QAT

Accuracy: 44.35. Result ID: 699a9d375698665ec428f06b.

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

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

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

### QAT

Accuracy: 30.69. Result ID: 699a9d375698665ec428f06c.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"–","Config.":"q = 4"}. This record does not assert independent reproduction.

### MoMos

Accuracy: 13.08. Result ID: 699a9d375698665ec428f084.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet20","Cap.":"0.5","Config.":"s = 4"}. This record does not assert independent reproduction.

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