# Rotation and Reflection Classification on rotMNIST Rotation 1.0 (test)

Source: [Rotation and Reflection Classification on rotMNIST Rotation 1.0 (test)](<https://www.sota2.com/research/sota/rotation-and-reflection-classification-on-rotmnist-rotation-1-0-test>)

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

Data updated: 2026-02-26T05:28:51.411Z

Evaluation of classification performance on the rotMNIST Rotation 1.0 test set, specifically testing robustness to both rotation and reflection transformations.

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 | Rotation and Reflection Classification |
| Dataset (including any stated split) | rotMNIST Rotation 1.0 (test) |
| Metric | Accuracy |
| 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](<https://www.sota2.com/research/sota/rotation-and-reflection-classification-on-rotmnist-rotation-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| E(2)-CNN | 77 | Not recorded | 68fa6f161e209131cea43d0f |
| LBS (CE) | 75.81 | Not recorded | 68fa6f161e209131cea43d0f |
| SupCon | 73.37 | Not recorded | 68fa6f161e209131cea43d0f |
| CE | 73.14 | Not recorded | 68fa6f161e209131cea43d0f |
| SimCLR | 72.96 | Not recorded | 68fa6f161e209131cea43d0f |
| LBS | 70.02 | Not recorded | 68fa6f161e209131cea43d0f |
| HoG | 64.94 | Not recorded | 68fa6f161e209131cea43d0f |
| B-TCVAE | 60.14 | Not recorded | 68fa6f161e209131cea43d0f |
| LtD-diff | 28.91 | Not recorded | 68fa6f161e209131cea43d0f |

### E(2)-CNN

Accuracy: 77. Result ID: 6990a6e43a6c314849022975.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23410.md>)

[Implementation](<https://github.com/QUVA-Lab/e2cnn>)

Recorded evaluation configuration: {"Label":"true"}. This record does not assert independent reproduction.

### LBS (CE)

Accuracy: 75.81. Result ID: 6990a6e43a6c314849022976.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

Recorded evaluation configuration: {"Label":"true"}. This record does not assert independent reproduction.

### SupCon

Accuracy: 73.37. Result ID: 6990a6e43a6c314849022973.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea22756.md>)

Recorded evaluation configuration: {"Label":"true"}. This record does not assert independent reproduction.

### CE

Accuracy: 73.14. Result ID: 6990a6e43a6c314849022972.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

Recorded evaluation configuration: {"Label":"true"}. This record does not assert independent reproduction.

### SimCLR

Accuracy: 72.96. Result ID: 6990a6e43a6c314849022977.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"Label":"false"}. This record does not assert independent reproduction.

### LBS

Accuracy: 70.02. Result ID: 6990a6e43a6c31484902297a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

Recorded evaluation configuration: {"Label":"false"}. This record does not assert independent reproduction.

### HoG

Accuracy: 64.94. Result ID: 6990a6e43a6c314849022979.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

Recorded evaluation configuration: {"Label":"false"}. This record does not assert independent reproduction.

### B-TCVAE

Accuracy: 60.14. Result ID: 6990a6e43a6c314849022978.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a91e209131cea0bb81.md>)

Recorded evaluation configuration: {"Label":"false"}. This record does not assert independent reproduction.

### LtD-diff

Accuracy: 28.91. Result ID: 6990a6e43a6c314849022974.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b351e209131cea2ce92.md>)

[Implementation](<https://github.com/Ddaniela13/LearningToDraw>)

Recorded evaluation configuration: {"Label":"true"}. This record does not assert independent reproduction.

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