# Backdoor Inversion on ImageNet HTBA (test)

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

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

Data updated: 2026-02-26T05:23:48.409Z

Evaluation of Backdoor Inversion techniques applied to the ImageNet HTBA 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 HTBA (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-htba-test.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| SmoothInv | 0.882 | Not recorded | 68fa71781e209131cea516fe |
| SmoothInv | 0.832 | Not recorded | 68fa71781e209131cea516fe |
| True Backdoor | 0.54 | Not recorded | 68fa71781e209131cea516fe |
| PlainAdv | 0.54 | Not recorded | 68fa71781e209131cea516fe |
| PixelInv | 0.24 | Not recorded | 68fa71781e209131cea516fe |
| TopoPrior | 0.22 | Not recorded | 68fa71781e209131cea516fe |
| NC | 0.16 | Not recorded | 68fa71781e209131cea516fe |

### SmoothInv

ASR: 0.882. Result ID: 6991e2533a6c3148490b3828.

[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: 0.832. Result ID: 6991e2533a6c3148490b3827.

[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.

### True Backdoor

ASR: 0.54. Result ID: 6991e2533a6c3148490b3822.

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

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

### PlainAdv

ASR: 0.54. Result ID: 6991e2533a6c3148490b3823.

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

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

### PixelInv

ASR: 0.24. Result ID: 6991e2533a6c3148490b3826.

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

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

### TopoPrior

ASR: 0.22. Result ID: 6991e2533a6c3148490b3825.

[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: 0.16. Result ID: 6991e2533a6c3148490b3824.

[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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