# Image Classification on Imagenette (Clean and Robust Accuracy)

Source: [Image Classification on Imagenette (Clean and Robust Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-imagenette-clean-and-robust-accuracy>)

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

Data updated: 2026-05-12T08:40:40.089Z

Evaluation of Image Classification performance on the Imagenette dataset, measured using Clean Accuracy and Robust Accuracy.

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) | Imagenette |
| Metric | Clean Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Clean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenette-clean-and-robust-accuracy.md?metric=Clean%20Accuracy>): Higher is better; unit: PERCENT.

- [Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenette-clean-and-robust-accuracy.md?metric=Robust%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Clean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Default | 82.9 | Not recorded | 6a02b429dbc836b87d824739 |
| TARO-2 | 81.6 | Not recorded | 6a02b429dbc836b87d824739 |
| TARO-2-AA | 81.2 | Not recorded | 6a02b429dbc836b87d824739 |
| AAOpt | 80.4 | Not recorded | 6a02b429dbc836b87d824739 |
| Score-Opt-O | 76.4 | Not recorded | 6a02b429dbc836b87d824739 |

### Default

Clean Accuracy: 82.9. Result ID: 6a02e61b47f34ce924e5b00f.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b429dbc836b87d824739.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Attack Protocol":"PGD-EOT attack (ℓ∞, ϵ = 8/255)"}. This record does not assert independent reproduction.

### TARO-2

Clean Accuracy: 81.6. Result ID: 6a02e61b47f34ce924e5b012.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b429dbc836b87d824739.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b429dbc836b87d824739.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Attack Protocol":"PGD-EOT attack (ℓ∞, ϵ = 8/255)"}. This record does not assert independent reproduction.

### TARO-2-AA

Clean Accuracy: 81.2. Result ID: 6a02e61b47f34ce924e5b013.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b429dbc836b87d824739.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b429dbc836b87d824739.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Attack Protocol":"PGD-EOT attack (ℓ∞, ϵ = 8/255)"}. This record does not assert independent reproduction.

### AAOpt

Clean Accuracy: 80.4. Result ID: 6a02e61b47f34ce924e5b011.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b429dbc836b87d824739.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Attack Protocol":"PGD-EOT attack (ℓ∞, ϵ = 8/255)"}. This record does not assert independent reproduction.

### Score-Opt-O

Clean Accuracy: 76.4. Result ID: 6a02e61b47f34ce924e5b010.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b429dbc836b87d824739.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71031e209131cea4e879.md>)

[Implementation](<https://github.com/zzzhangboya/ScoreOpt.git>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Attack Protocol":"PGD-EOT attack (ℓ∞, ϵ = 8/255)"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.