# Image Classification on CIFAR-100 Luminance Shifted

Source: [Image Classification on CIFAR-100 Luminance Shifted](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-luminance-shifted>)

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

Data updated: 2026-03-05T09:38:52.218Z

Evaluation of Image Classification performance on the Luminance Shifted variant of the CIFAR-100 dataset, reporting 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) | CIFAR-100 Luminance Shifted |
| Metric | Error Rate |
| 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

- [Error Rate](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-luminance-shifted.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| LCER-L3 | 51.34 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-L4 | 52.57 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-S4L4 | 56.71 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-H4L4 | 58.35 | Not recorded | 69a90e022d603e6de3e40798 |
| ResNet-aug | 59.17 | Not recorded | 69a90e022d603e6de3e40798 |
| ResNet | 69.39 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-S4 | 71.39 | Not recorded | 69a90e022d603e6de3e40798 |
| LCER-H4 | 74.83 | Not recorded | 69a90e022d603e6de3e40798 |
| T3CEN-H4 | 74.83 | Not recorded | 69a90e022d603e6de3e40798 |

### LCER-L3

Error Rate: 51.34. Result ID: 69a94f136dbb7075b9532460.

[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-L4

Error Rate: 52.57. Result ID: 69a94f136dbb7075b9532463.

[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.

### T3CEN-S4L4

Error Rate: 56.71. Result ID: 69a94f136dbb7075b9532465.

[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.

### T3CEN-H4L4

Error Rate: 58.35. Result ID: 69a94f136dbb7075b9532464.

[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-aug

Error Rate: 59.17. Result ID: 69a94f136dbb7075b953245e.

[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.

### ResNet

Error Rate: 69.39. Result ID: 69a94f136dbb7075b953245d.

[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.

### T3CEN-S4

Error Rate: 71.39. Result ID: 69a94f136dbb7075b9532462.

[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.

### LCER-H4

Error Rate: 74.83. Result ID: 69a94f136dbb7075b953245f.

[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

Error Rate: 74.83. Result ID: 69a94f136dbb7075b9532461.

[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.

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