# Image Classification on Synthetic Signs to GTSRB

Source: [Image Classification on Synthetic Signs to GTSRB](<https://www.sota2.com/research/sota/image-classification-on-synthetic-signs-to-gtsrb>)

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

Data updated: 2026-02-26T05:51:49.226Z

Evaluation of Image Classification performance on the Synthetic Signs to GTSRB dataset.

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) | Synthetic Signs to GTSRB |
| Metric | Mean Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Mean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-synthetic-signs-to-gtsrb.md?metric=Mean%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Target-only | 99.8 | Not recorded | 68fa62b91e209131ce9fade7 |
| DSN w/ DANN | 93.1 | Not recorded | 68fa62b91e209131ce9fade7 |
| DANN | 92.9 | Not recorded | 68fa62b91e209131ce9fade7 |
| DSN w/ MMD | 92.6 | Not recorded | 68fa62b91e209131ce9fade7 |
| MMD | 91.1 | Not recorded | 68fa62b91e209131ce9fade7 |
| CORAL | 86.9 | Not recorded | 68fa62b91e209131ce9fade7 |
| Source-only | 85.1 | Not recorded | 68fa62b91e209131ce9fade7 |

### Target-only

Mean Accuracy: 99.8. Result ID: 698be0f1ecace47ef5598cd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

Recorded evaluation configuration: {"adaptation":"none","trained\_on":"target domain"}. This record does not assert independent reproduction.

### DSN w/ DANN

Mean Accuracy: 93.1. Result ID: 698be0f1ecace47ef5598cd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

[Implementation](<https://github.com/tensorflow/models/>)

Recorded evaluation configuration: {"adaptation\_loss":"DANN"}. This record does not assert independent reproduction.

### DANN

Mean Accuracy: 92.9. Result ID: 698be0f1ecace47ef5598cd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627d1e209131ce9f988d.md>)

Recorded evaluation configuration: {"implementation":"replicated"}. This record does not assert independent reproduction.

### DSN w/ MMD

Mean Accuracy: 92.6. Result ID: 698be0f1ecace47ef5598cd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

[Implementation](<https://github.com/tensorflow/models/>)

Recorded evaluation configuration: {"adaptation\_loss":"MMD"}. This record does not assert independent reproduction.

### MMD

Mean Accuracy: 91.1. Result ID: 698be0f1ecace47ef5598ccf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f532d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CORAL

Mean Accuracy: 86.9. Result ID: 698be0f1ecace47ef5598cce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f82dd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Source-only

Mean Accuracy: 85.1. Result ID: 698be0f1ecace47ef5598ccd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fade7.md>)

Recorded evaluation configuration: {"adaptation":"none","trained\_on":"source domain"}. This record does not assert independent reproduction.

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