# Image Classification on CIFAR-10 (Accuracy, Binarity score, Concept accuracy)

Source: [Image Classification on CIFAR-10 (Accuracy, Binarity score, Concept accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-binarity-score-concept-accuracy>)

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

Data updated: 2026-05-13T08:54:00.757Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting standard Accuracy alongside specialized metrics like Binarity score and Concept accuracy.

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 | 7 of 7 |
| 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-accuracy-binarity-score-concept-accuracy.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Binarity Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-binarity-score-concept-accuracy.md?metric=Binarity%20Score>): Higher is better; unit: PERCENT.

- [Concept Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-binarity-score-concept-accuracy.md?metric=Concept%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HTAF | 96.1 | Not recorded | 6a0405bfdbc836b87d827742 |
| SS | 95.7 | Not recorded | 6a0405bfdbc836b87d827742 |
| SS | 95.5 | Not recorded | 6a0405bfdbc836b87d827742 |
| SS | 95.3 | Not recorded | 6a0405bfdbc836b87d827742 |
| STE | 94.3 | Not recorded | 6a0405bfdbc836b87d827742 |
| BM | 90 | Not recorded | 6a0405bfdbc836b87d827742 |
| SS | 79.3 | Not recorded | 6a0405bfdbc836b87d827742 |

### HTAF

Accuracy: 96.1. Result ID: 6a043abd47f34ce924ea312a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

Recorded evaluation configuration: {"Backbone":"WideResNet"}. This record does not assert independent reproduction.

### SS

Accuracy: 95.7. Result ID: 6a043abd47f34ce924ea312c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

Recorded evaluation configuration: {"beta\_0":"50","Backbone":"WideResNet"}. This record does not assert independent reproduction.

### SS

Accuracy: 95.5. Result ID: 6a043abd47f34ce924ea312b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

Recorded evaluation configuration: {"beta\_0":"10^1","Backbone":"WideResNet"}. This record does not assert independent reproduction.

### SS

Accuracy: 95.3. Result ID: 6a043abd47f34ce924ea312d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

Recorded evaluation configuration: {"beta\_0":"10^2","Backbone":"WideResNet"}. This record does not assert independent reproduction.

### STE

Accuracy: 94.3. Result ID: 6a043abd47f34ce924ea312f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61101e209131ce9f275a.md>)

Recorded evaluation configuration: {"Backbone":"WideResNet"}. This record does not assert independent reproduction.

### BM

Accuracy: 90. Result ID: 6a043abd47f34ce924ea3130.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

Recorded evaluation configuration: {"Backbone":"WideResNet"}. This record does not assert independent reproduction.

### SS

Accuracy: 79.3. Result ID: 6a043abd47f34ce924ea312e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

Recorded evaluation configuration: {"beta\_0":"10^3","Backbone":"WideResNet"}. This record does not assert independent reproduction.

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