# Image Classification on STL-10 Luminance Shifted

Source: [Image Classification on STL-10 Luminance Shifted](<https://www.sota2.com/research/sota/image-classification-on-stl-10-luminance-shifted>)

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

Data updated: 2026-03-05T09:38:52.286Z

Evaluation of Image Classification performance on the luminance-shifted variant of the STL-10 dataset, measured using Classification Error.

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) | STL-10 Luminance Shifted |
| Metric | Classification Error |
| Unit | PERCENT |
| Direction | Lower 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

- [Classification Error](<https://www.sota2.com/research/sota/image-classification-on-stl-10-luminance-shifted.md?metric=Classification%20Error>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Classification Error | Result date | Report paper |
| --- | --- | --- | --- |
| T3CEN-L4 | 38.01 | Not recorded | 69a90e022d603e6de3e40798 |
| LCER-L3 | 40.13 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-S4L4 | 41.63 | Not recorded | 69a90e022d603e6de3e40798 |
| ResNet-aug | 51.83 | Not recorded | 69a90e022d603e6de3e40798 |
| LCER-H4 | 53.45 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-H4 | 53.45 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-S4 | 55.25 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-H4L4 | 55.48 | Not recorded | 69a90e022d603e6de3e40798 |
| ResNet | 56.92 | Not recorded | 69a90e022d603e6de3e40798 |

### T3CEN-L4

Classification Error: 38.01. Result ID: 69a94f136dbb7075b953247e.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

Recorded evaluation configuration: {"Network":"T3CEN-L4"}. This record does not assert independent reproduction.

### LCER-L3

Classification Error: 40.13. Result ID: 69a94f136dbb7075b953247b.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bc6.md>)

Recorded evaluation configuration: {"Network":"LCER-L3"}. This record does not assert independent reproduction.

### T3CEN-S4L4

Classification Error: 41.63. Result ID: 69a94f136dbb7075b9532480.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

Recorded evaluation configuration: {"Network":"T3CEN-S4L4"}. This record does not assert independent reproduction.

### ResNet-aug

Classification Error: 51.83. Result ID: 69a94f136dbb7075b9532479.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Network":"ResNet-aug"}. This record does not assert independent reproduction.

### LCER-H4

Classification Error: 53.45. Result ID: 69a94f136dbb7075b953247a.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bc6.md>)

Recorded evaluation configuration: {"Network":"LCER-H4"}. This record does not assert independent reproduction.

### T3CEN-H4

Classification Error: 53.45. Result ID: 69a94f136dbb7075b953247c.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

Recorded evaluation configuration: {"Network":"T3CEN-H4"}. This record does not assert independent reproduction.

### T3CEN-S4

Classification Error: 55.25. Result ID: 69a94f136dbb7075b953247d.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

Recorded evaluation configuration: {"Network":"T3CEN-S4"}. This record does not assert independent reproduction.

### T3CEN-H4L4

Classification Error: 55.48. Result ID: 69a94f136dbb7075b953247f.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

Recorded evaluation configuration: {"Network":"T3CEN-H4L4"}. This record does not assert independent reproduction.

### ResNet

Classification Error: 56.92. Result ID: 69a94f136dbb7075b9532478.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e022d603e6de3e40798.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Network":"ResNet"}. This record does not assert independent reproduction.

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