# Classification on STL10 Affine

Source: [Classification on STL10 Affine](<https://www.sota2.com/research/sota/classification-on-stl10-affine>)

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

Data updated: 2026-04-24T07:40:44.677Z

Evaluation of image classification performance on the STL-10 dataset utilizing affine transformations, reporting accuracy metrics for both standard and augmented data conditions.

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 | Classification |
| Dataset (including any stated split) | STL10 Affine |
| Metric | Accuracy (Standard) |
| 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 (Standard)](<https://www.sota2.com/research/sota/classification-on-stl10-affine.md?metric=Accuracy%20(Standard)>): Higher is better; unit: PERCENT.

- [Accuracy (Augmented)](<https://www.sota2.com/research/sota/classification-on-stl10-affine.md?metric=Accuracy%20(Augmented)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Standard) | Result date | Report paper |
| --- | --- | --- | --- |
| EC | 94.23 | Not recorded | 68fa78971e209131cea792be |
| MaWa | 93.7 | Not recorded | 68fa78971e209131cea792be |
| MaWa | 93.46 | Not recorded | 68fa78971e209131cea792be |
| WaCo | 90.26 | Not recorded | 68fa78971e209131cea792be |
| WaCo | 90.09 | Not recorded | 68fa78971e209131cea792be |
| HSIC | 87.96 | Not recorded | 68fa78971e209131cea792be |
| SCLR | 87.78 | Not recorded | 68fa78971e209131cea792be |
| SCLR | 87.56 | Not recorded | 68fa78971e209131cea792be |
| HSIC | 81.24 | Not recorded | 68fa78971e209131cea792be |

### EC

Accuracy (Standard): 94.23. Result ID: 69eb1e7247f34ce924d307d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"EC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

### MaWa

Accuracy (Standard): 93.7. Result ID: 69eb1e7247f34ce924d307d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

### MaWa

Accuracy (Standard): 93.46. Result ID: 69eb1e7247f34ce924d307d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

### WaCo

Accuracy (Standard): 90.26. Result ID: 69eb1e7247f34ce924d307d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

### WaCo

Accuracy (Standard): 90.09. Result ID: 69eb1e7247f34ce924d307d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

### HSIC

Accuracy (Standard): 87.96. Result ID: 69eb1e7247f34ce924d307d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

### SCLR

Accuracy (Standard): 87.78. Result ID: 69eb1e7247f34ce924d307d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"NC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

### SCLR

Accuracy (Standard): 87.56. Result ID: 69eb1e7247f34ce924d307d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

### HSIC

Accuracy (Standard): 81.24. Result ID: 69eb1e7247f34ce924d307d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792be.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"LC","Pre-trained Features":"SwAV"}. This record does not assert independent reproduction.

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