# Backdoor Inversion on ImageNet Blind-S (test)

Source: [Backdoor Inversion on ImageNet Blind-S (test)](<https://www.sota2.com/research/sota/backdoor-inversion-on-imagenet-blind-s-test>)

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

Data updated: 2026-02-26T05:23:48.448Z

Evaluation of Backdoor Inversion techniques applied to the ImageNet Blind-S test set, primarily measuring Attack Success 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 | Backdoor Inversion |
| Dataset (including any stated split) | ImageNet Blind-S (test) |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/backdoor-inversion-on-imagenet-blind-s-test.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| SmoothInv | 99.53 | Not recorded | 68fa71781e209131cea516fe |
| SmoothInv | 93.9 | Not recorded | 68fa71781e209131cea516fe |
| PlainAdv | 84.89 | Not recorded | 68fa71781e209131cea516fe |
| True Backdoor | 79.73 | Not recorded | 68fa71781e209131cea516fe |
| PixelInv | 43.17 | Not recorded | 68fa71781e209131cea516fe |
| TopoPrior | 4.39 | Not recorded | 68fa71781e209131cea516fe |
| NC | 0 | Not recorded | 68fa71781e209131cea516fe |

### SmoothInv

ASR: 99.53. Result ID: 6991e2533a6c3148490b3836.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

[Implementation](<https://github.com/locuslab/smoothinv>)

Recorded evaluation configuration: {"diffusion":"without diffusion"}. This record does not assert independent reproduction.

### SmoothInv

ASR: 93.9. Result ID: 6991e2533a6c3148490b3835.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

[Implementation](<https://github.com/locuslab/smoothinv>)

Recorded evaluation configuration: {"diffusion":"with diffusion"}. This record does not assert independent reproduction.

### PlainAdv

ASR: 84.89. Result ID: 6991e2533a6c3148490b3831.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### True Backdoor

ASR: 79.73. Result ID: 6991e2533a6c3148490b3830.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PixelInv

ASR: 43.17. Result ID: 6991e2533a6c3148490b3834.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TopoPrior

ASR: 4.39. Result ID: 6991e2533a6c3148490b3833.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c331e209131cea32c63.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NC

ASR: 0. Result ID: 6991e2533a6c3148490b3832.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71781e209131cea516fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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