# Certified Robustness on ImageNet-64

Source: [Certified Robustness on ImageNet-64](<https://www.sota2.com/research/sota/certified-robustness-on-imagenet-64>)

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

Data updated: 2026-02-26T05:38:59.544Z

Evaluation of model certified robustness on the ImageNet-64 dataset, reporting certified accuracy across various perturbation bounds (epsilon values).

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 | Certified Robustness |
| Dataset (including any stated split) | ImageNet-64 |
| Metric | Certified Acc (eps=0.0) |
| 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

- [Certified Acc (eps=0.0)](<https://www.sota2.com/research/sota/certified-robustness-on-imagenet-64.md?metric=Certified%20Acc%20(eps%3D0.0)>): Higher is better; unit: PERCENT.

- [Certified Acc (eps=0.05)](<https://www.sota2.com/research/sota/certified-robustness-on-imagenet-64.md?metric=Certified%20Acc%20(eps%3D0.05)>): Higher is better; unit: PERCENT.

- [Certified Acc (eps=0.15)](<https://www.sota2.com/research/sota/certified-robustness-on-imagenet-64.md?metric=Certified%20Acc%20(eps%3D0.15)>): Higher is better; unit: PERCENT.

- [Certified Acc (eps=0.25)](<https://www.sota2.com/research/sota/certified-robustness-on-imagenet-64.md?metric=Certified%20Acc%20(eps%3D0.25)>): Higher is better; unit: PERCENT.

- [Certified Acc (eps=0.35)](<https://www.sota2.com/research/sota/certified-robustness-on-imagenet-64.md?metric=Certified%20Acc%20(eps%3D0.35)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Certified Acc (eps=0.0) | Result date | Report paper |
| --- | --- | --- | --- |
| Consistency Purification + Consistency Fine-tuning | 69 | Not recorded | 68fa73ee1e209131cea5eed5 |
| Consistency Purification | 61 | Not recorded | 68fa73ee1e209131cea5eed5 |
| onestep-DDPM | 53 | Not recorded | 68fa73ee1e209131cea5eed5 |

### Consistency Purification + Consistency Fine-tuning

Certified Acc (eps=0.0): 69. Result ID: 6993275f3a6c314849141811.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ee1e209131cea5eed5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ee1e209131cea5eed5.md>)

Recorded evaluation configuration: {"Purification Steps":"One Step"}. This record does not assert independent reproduction.

### Consistency Purification

Certified Acc (eps=0.0): 61. Result ID: 6993275f3a6c314849141810.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ee1e209131cea5eed5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ee1e209131cea5eed5.md>)

Recorded evaluation configuration: {"Purification Steps":"One Step"}. This record does not assert independent reproduction.

### onestep-DDPM

Certified Acc (eps=0.0): 53. Result ID: 6993275f3a6c31484914180f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73ee1e209131cea5eed5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb51e209131cea41a36.md>)

Recorded evaluation configuration: {"Purification Steps":"One Step"}. This record does not assert independent reproduction.

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