# Classification on STL10 Crop (test)

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

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

Data updated: 2026-04-24T07:40:44.655Z

Evaluation of Classification performance on the test split of the STL-10 Crop dataset, reporting accuracy on both original and augmented data.

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 Crop (test) |
| Metric | Accuracy (Original Data) |
| 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 (Original Data)](<https://www.sota2.com/research/sota/classification-on-stl10-crop-test.md?metric=Accuracy%20(Original%20Data)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy (Original Data) | Result date | Report paper |
| --- | --- | --- | --- |
| MaWa | 98.66 | Not recorded | 68fa78971e209131cea792be |
| EC | 98.58 | Not recorded | 68fa78971e209131cea792be |
| WaCo | 98.32 | Not recorded | 68fa78971e209131cea792be |
| MaWa | 98.2 | Not recorded | 68fa78971e209131cea792be |
| WaCo | 97.97 | Not recorded | 68fa78971e209131cea792be |
| SCLR | 97.92 | Not recorded | 68fa78971e209131cea792be |
| SCLR | 97.85 | Not recorded | 68fa78971e209131cea792be |
| HSIC | 96.56 | Not recorded | 68fa78971e209131cea792be |
| HSIC | 95.06 | Not recorded | 68fa78971e209131cea792be |

### MaWa

Accuracy (Original Data): 98.66. Result ID: 69eb1e7247f34ce924d307c3.

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

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

Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction.

### EC

Accuracy (Original Data): 98.58. Result ID: 69eb1e7247f34ce924d307c7.

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

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

Recorded evaluation configuration: {"Classifier Type":"End-to-end (EC)","Features":"DINOv2"}. This record does not assert independent reproduction.

### WaCo

Accuracy (Original Data): 98.32. Result ID: 69eb1e7247f34ce924d307c4.

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

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

Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction.

### MaWa

Accuracy (Original Data): 98.2. Result ID: 69eb1e7247f34ce924d307bf.

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

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

Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction.

### WaCo

Accuracy (Original Data): 97.97. Result ID: 69eb1e7247f34ce924d307c0.

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

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

Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction.

### SCLR

Accuracy (Original Data): 97.92. Result ID: 69eb1e7247f34ce924d307c5.

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

Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction.

### SCLR

Accuracy (Original Data): 97.85. Result ID: 69eb1e7247f34ce924d307c1.

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

Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction.

### HSIC

Accuracy (Original Data): 96.56. Result ID: 69eb1e7247f34ce924d307c6.

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

Recorded evaluation configuration: {"Classifier Type":"Nonlinear (NC)","Features":"DINOv2"}. This record does not assert independent reproduction.

### HSIC

Accuracy (Original Data): 95.06. Result ID: 69eb1e7247f34ce924d307c2.

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

Recorded evaluation configuration: {"Classifier Type":"Linear (LC)","Features":"DINOv2"}. This record does not assert independent reproduction.

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