# Robust Image Classification on ImageNet-1K

Source: [Robust Image Classification on ImageNet-1K](<https://www.sota2.com/research/sota/robust-image-classification-on-imagenet-1k>)

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

Data updated: 2026-02-27T13:16:43.893Z

Evaluation of model robustness performance on the ImageNet-1K dataset, reporting 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 | Robust Image Classification |
| Dataset (including any stated split) | ImageNet-1K |
| Metric | Robust Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/robust-image-classification-on-imagenet-1k.md?metric=Robust%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Robust Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TGA-ZSR | 2.51 | Not recorded | 6992a4ad9ebc499c97406d32 |
| PMG-AFT | 2.38 | Not recorded | 6992a4ad9ebc499c97406d32 |
| SAFT-L | 2.11 | Not recorded | 6992a4ad9ebc499c97406d32 |
| TeCoA | 0.58 | Not recorded | 6992a4ad9ebc499c97406d32 |

### TGA-ZSR

Robust Accuracy: 2.51. Result ID: 69a1992435dfcabb00e7dd12.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4ad9ebc499c97406d32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75771e209131cea68256.md>)

[Implementation](<https://github.com/zhyblue424/TGA-ZSR>)

Recorded evaluation configuration: {"Attack":"PGD-100","Epsilon":"4/255","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### PMG-AFT

Robust Accuracy: 2.38. Result ID: 69a1992435dfcabb00e7dd11.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4ad9ebc499c97406d32.md>)

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

Recorded evaluation configuration: {"Attack":"PGD-100","Epsilon":"4/255","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SAFT-L

Robust Accuracy: 2.11. Result ID: 69a1992435dfcabb00e7dd13.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4ad9ebc499c97406d32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4ad9ebc499c97406d32.md>)

Recorded evaluation configuration: {"Attack":"PGD-100","Epsilon":"4/255","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### TeCoA

Robust Accuracy: 0.58. Result ID: 69a1992435dfcabb00e7dd10.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4ad9ebc499c97406d32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f271e209131cea44177.md>)

Recorded evaluation configuration: {"Attack":"PGD-100","Epsilon":"4/255","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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