# Image Classification on ImageNet FGSM 1K (val)

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

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

Data updated: 2026-04-21T08:33:52.275Z

Evaluation of Image Classification robustness using the FGSM attack setting on the ImageNet 1K validation set, reporting standard Top-1 and Top-5 accuracy metrics.

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) | ImageNet FGSM 1K (val) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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-imagenet-fgsm-1k-val.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-fgsm-1k-val.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Soft-ACMoE | 59.01 | Not recorded | 68fa77411e209131cea72040 |
| SoftMoE | 56.95 | Not recorded | 68fa77411e209131cea72040 |

### Soft-ACMoE

Top-1 Accuracy: 59.01. Result ID: 69e7366a47f34ce924cd6e9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77411e209131cea72040.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77411e209131cea72040.md>)

Recorded evaluation configuration: {"Backbone":"SoftMoE"}. This record does not assert independent reproduction.

### SoftMoE

Top-1 Accuracy: 56.95. Result ID: 69e7366a47f34ce924cd6e9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77411e209131cea72040.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73521e209131cea5bd78.md>)

Recorded evaluation configuration: {"Backbone":"SoftMoE"}. This record does not assert independent reproduction.

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