# Image Classification on TinyImageNet (Robust Accuracy)

Source: [Image Classification on TinyImageNet (Robust Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-tinyimagenet-robust-accuracy>)

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

Data updated: 2026-02-27T11:19:52.511Z

Evaluation of Image Classification performance on the TinyImageNet dataset, specifically measuring Robust Accuracy under adversarial or challenging conditions.

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) | TinyImageNet |
| Metric | Robust 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

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

## Recorded results

| Method | Robust Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HPT-GPD | 2.32 | Not recorded | 69705d96e25ad2fa9d1ed1a8 |
| PMG | 0.19 | Not recorded | 69705d96e25ad2fa9d1ed1a8 |
| CLIP | 0 | Not recorded | 69705d96e25ad2fa9d1ed1a8 |

### HPT-GPD

Robust Accuracy: 2.32. Result ID: 69a17dcc35dfcabb00e7656c.

[Reporting paper](<https://www.sota2.com/research/paper/69705d96e25ad2fa9d1ed1a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d96e25ad2fa9d1ed1a8.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Mixed Zero-shot/Fine-tuned","Attack Strategy":"AutoAttack","Perturbation Budget":"1/255"}. This record does not assert independent reproduction.

### PMG

Robust Accuracy: 0.19. Result ID: 69a17dcc35dfcabb00e7656b.

[Reporting paper](<https://www.sota2.com/research/paper/69705d96e25ad2fa9d1ed1a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72df1e209131cea5912e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Mixed Zero-shot/Fine-tuned","Attack Strategy":"AutoAttack","Perturbation Budget":"1/255"}. This record does not assert independent reproduction.

### CLIP

Robust Accuracy: 0. Result ID: 69a17dcc35dfcabb00e7656a.

[Reporting paper](<https://www.sota2.com/research/paper/69705d96e25ad2fa9d1ed1a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Evaluation Protocol":"Mixed Zero-shot/Fine-tuned","Attack Strategy":"AutoAttack","Perturbation Budget":"1/255"}. This record does not assert independent reproduction.

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