# Semantic Image Reconstruction Backdoor Attack on CIFAR-10

Source: [Semantic Image Reconstruction Backdoor Attack on CIFAR-10](<https://www.sota2.com/research/sota/semantic-image-reconstruction-backdoor-attack-on-cifar-10>)

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

Data updated: 2026-03-30T06:19:10.365Z

Evaluation of backdoor attack effectiveness on CIFAR-10, specifically measuring performance using semantic image reconstruction metrics (PSNR, ASR, etc.).

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 Attack on Semantic Image Reconstruction |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | PSNRb |
| Unit | SCALAR |
| 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

- [PSNRb](<https://www.sota2.com/research/sota/semantic-image-reconstruction-backdoor-attack-on-cifar-10.md?metric=PSNRb>): Higher is better; unit: SCALAR.

- [Attack Success Rate (ASR)](<https://www.sota2.com/research/sota/semantic-image-reconstruction-backdoor-attack-on-cifar-10.md?metric=Attack%20Success%20Rate%20(ASR)>): Higher is better; unit: PERCENT.

- [PSNRm](<https://www.sota2.com/research/sota/semantic-image-reconstruction-backdoor-attack-on-cifar-10.md?metric=PSNRm>): Higher is better; unit: SCALAR.

- [PSNRc](<https://www.sota2.com/research/sota/semantic-image-reconstruction-backdoor-attack-on-cifar-10.md?metric=PSNRc>): Higher is better; unit: SCALAR.

- [Average Encoding Vector Consistency (AEVC)](<https://www.sota2.com/research/sota/semantic-image-reconstruction-backdoor-attack-on-cifar-10.md?metric=Average%20Encoding%20Vector%20Consistency%20(AEVC)>): Higher is better; unit: PERCENT.

- [Consistency Accuracy (CA)](<https://www.sota2.com/research/sota/semantic-image-reconstruction-backdoor-attack-on-cifar-10.md?metric=Consistency%20Accuracy%20(CA)>): Higher is better; unit: PERCENT.

- [AC](<https://www.sota2.com/research/sota/semantic-image-reconstruction-backdoor-attack-on-cifar-10.md?metric=AC>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNRb | Result date | Report paper |
| --- | --- | --- | --- |
| CT-BA | 57.04 | Not recorded | 68fa78a81e209131cea79acf |
| CT-BA | 51.35 | Not recorded | 68fa78a81e209131cea79acf |
| CT-BA | 46.22 | Not recorded | 68fa78a81e209131cea79acf |

### CT-BA

PSNRb: 57.04. Result ID: 69ca154f47f34ce924b1e9dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79acf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79acf.md>)

Recorded evaluation configuration: {"Bandwidth Ratio (R)":"1/4"}. This record does not assert independent reproduction.

### CT-BA

PSNRb: 51.35. Result ID: 69ca154f47f34ce924b1e9dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79acf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79acf.md>)

Recorded evaluation configuration: {"Bandwidth Ratio (R)":"1/6"}. This record does not assert independent reproduction.

### CT-BA

PSNRb: 46.22. Result ID: 69ca154f47f34ce924b1e9de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79acf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79acf.md>)

Recorded evaluation configuration: {"Bandwidth Ratio (R)":"1/12"}. This record does not assert independent reproduction.

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