# Traffic Sign Recognition on Swedish traffic signs dataset Subset setup (test)

Source: [Traffic Sign Recognition on Swedish traffic signs dataset Subset setup (test)](<https://www.sota2.com/research/sota/traffic-sign-recognition-on-swedish-traffic-signs-dataset-subset-setup-test>)

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

Data updated: 2026-02-26T05:27:51.748Z

Evaluation of Traffic Sign Recognition performance on the specified test subset setup of the Swedish traffic signs 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 | Traffic Sign Recognition |
| Dataset (including any stated split) | Swedish traffic signs dataset Subset setup (test) |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/traffic-sign-recognition-on-swedish-traffic-signs-dataset-subset-setup-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Differentiable Top-K | 91.7 | Not recorded | 68fa69af1e209131cea235e6 |
| ATS | 91.1 | Not recorded | 68fa69af1e209131cea235e6 |
| ATS | 90.5 | Not recorded | 68fa69af1e209131cea235e6 |
| Differentiable Top-K | 89.3 | Not recorded | 68fa69af1e209131cea235e6 |
| ATS† | 88.6 | Not recorded | 68fa69af1e209131cea235e6 |
| ATS\* | 87.6 | Not recorded | 68fa69af1e209131cea235e6 |
| CNN | 63 | Not recorded | 68fa69af1e209131cea235e6 |

### Differentiable Top-K

Accuracy: 91.7. Result ID: 698dd17f8b517eb43323ef63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

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

Recorded evaluation configuration: {"K":5}. This record does not assert independent reproduction.

### ATS

Accuracy: 91.1. Result ID: 698dd17f8b517eb43323ef65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66151e209131cea0e2f0.md>)

Recorded evaluation configuration: {"K":5,"source":"Reported in \[22\]"}. This record does not assert independent reproduction.

### ATS

Accuracy: 90.5. Result ID: 698dd17f8b517eb43323ef66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66151e209131cea0e2f0.md>)

Recorded evaluation configuration: {"K":10,"source":"Reported in \[22\]"}. This record does not assert independent reproduction.

### Differentiable Top-K

Accuracy: 89.3. Result ID: 698dd17f8b517eb43323ef64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

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

Recorded evaluation configuration: {"K":10}. This record does not assert independent reproduction.

### ATS†

Accuracy: 88.6. Result ID: 698dd17f8b517eb43323ef67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66151e209131cea0e2f0.md>)

Recorded evaluation configuration: {"K":5,"learning\_rate\_drop":"at 12000 epochs"}. This record does not assert independent reproduction.

### ATS\*

Accuracy: 87.6. Result ID: 698dd17f8b517eb43323ef68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66151e209131cea0e2f0.md>)

Recorded evaluation configuration: {"K":5,"hyperparameters":"reproduction following \[22\]"}. This record does not assert independent reproduction.

### CNN

Accuracy: 63. Result ID: 698dd17f8b517eb43323ef69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e6.md>)

Recorded evaluation configuration: {"input\_mode":"full image"}. This record does not assert independent reproduction.

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