# Image Classification on GTSRB (Top-1, Top-5 Accuracy and Loss)

Source: [Image Classification on GTSRB (Top-1, Top-5 Accuracy and Loss)](<https://www.sota2.com/research/sota/image-classification-on-gtsrb-top-1-top-5-accuracy-and-loss>)

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

Data updated: 2026-07-07T07:48:21.580Z

Evaluation of Image Classification performance on the GTSRB dataset, reporting Top-1 Accuracy, Top-5 Accuracy, and Mean Loss.

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) | GTSRB (target) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-gtsrb-top-1-top-5-accuracy-and-loss.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-gtsrb-top-1-top-5-accuracy-and-loss.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

- [Mean Loss](<https://www.sota2.com/research/sota/image-classification-on-gtsrb-top-1-top-5-accuracy-and-loss.md?metric=Mean%20Loss>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| None | 75 | Not recorded | 6a4c87fc85dba69fef8b25cc |
| TIER | 74 | Not recorded | 6a4c87fc85dba69fef8b25cc |
| DP (ϵ=100) | 26 | Not recorded | 6a4c87fc85dba69fef8b25cc |

### None

Top-1 Accuracy: 75. Result ID: 6a4caf2a60b88bb339c7d8e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87fc85dba69fef8b25cc.md>)

Recorded evaluation configuration: {"Defense":"None"}. This record does not assert independent reproduction.

### TIER

Top-1 Accuracy: 74. Result ID: 6a4caf2a60b88bb339c7d8e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87fc85dba69fef8b25cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87fc85dba69fef8b25cc.md>)

Recorded evaluation configuration: {"Defense":"TIER"}. This record does not assert independent reproduction.

### DP (ϵ=100)

Top-1 Accuracy: 26. Result ID: 6a4caf2a60b88bb339c7d8e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87fc85dba69fef8b25cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d4f1e209131cea39013.md>)

Recorded evaluation configuration: {"Defense":"DP","ϵ":"100"}. This record does not assert independent reproduction.

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