# Image Classification on ImageNet-1K (ASR)

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

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

Data updated: 2026-02-26T05:23:48.466Z

Evaluation of Image Classification performance on the ImageNet-1K dataset, specifically reporting Accuracy Score Rate (ASR).

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-1K |
| Metric | ASR |
| 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

- [ASR](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-asr.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| BSA | 41.35 | Not recorded | 68fa72111e209131cea544a1 |
| SSP | 19.44 | Not recorded | 68fa72111e209131cea544a1 |
| FDA | 12.31 | Not recorded | 68fa72111e209131cea544a1 |
| DR | 10.43 | Not recorded | 68fa72111e209131cea544a1 |

### BSA

ASR: 41.35. Result ID: 699217173a6c3148490c817e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72111e209131cea544a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72111e209131cea544a1.md>)

[Implementation](<https://github.com/ericyinyzy/VLAttack>)

Recorded evaluation configuration: {"Target Model":"OFA"}. This record does not assert independent reproduction.

### SSP

ASR: 19.44. Result ID: 699217173a6c3148490c817c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72111e209131cea544a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b41e209131cea17eef.md>)

Recorded evaluation configuration: {"Target Model":"OFA"}. This record does not assert independent reproduction.

### FDA

ASR: 12.31. Result ID: 699217173a6c3148490c817d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72111e209131cea544a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f879.md>)

Recorded evaluation configuration: {"Target Model":"OFA"}. This record does not assert independent reproduction.

### DR

ASR: 10.43. Result ID: 699217173a6c3148490c817b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72111e209131cea544a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b81e209131cea12143.md>)

Recorded evaluation configuration: {"Target Model":"OFA"}. This record does not assert independent reproduction.

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