# Backdoor Attack on Semantic Image Reconstruction on MNIST

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

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

Data updated: 2026-03-30T06:19:10.409Z

Evaluation of backdoor attack effectiveness focusing on semantic image reconstruction quality and attack success metrics on the MNIST dataset.

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) | MNIST |
| Metric | PSNR (Backdoor) |
| 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

- [PSNR (Backdoor)](<https://www.sota2.com/research/sota/backdoor-attack-on-semantic-image-reconstruction-on-mnist.md?metric=PSNR%20(Backdoor)>): Higher is better; unit: SCALAR.

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

- [PSNR (Model)](<https://www.sota2.com/research/sota/backdoor-attack-on-semantic-image-reconstruction-on-mnist.md?metric=PSNR%20(Model)>): Higher is better; unit: SCALAR.

- [PSNR (Clean)](<https://www.sota2.com/research/sota/backdoor-attack-on-semantic-image-reconstruction-on-mnist.md?metric=PSNR%20(Clean)>): Higher is better; unit: SCALAR.

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

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

- [Attack Score (AC)](<https://www.sota2.com/research/sota/backdoor-attack-on-semantic-image-reconstruction-on-mnist.md?metric=Attack%20Score%20(AC)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR (Backdoor) | Result date | Report paper |
| --- | --- | --- | --- |
| CT-BA | 61.47 | Not recorded | 68fa78a81e209131cea79acf |
| CT-BA | 61.4 | Not recorded | 68fa78a81e209131cea79acf |
| CT-BA | 55.91 | Not recorded | 68fa78a81e209131cea79acf |

### CT-BA

PSNR (Backdoor): 61.47. Result ID: 69ca154f47f34ce924b1e9df.

[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

PSNR (Backdoor): 61.4. Result ID: 69ca154f47f34ce924b1e9e0.

[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

PSNR (Backdoor): 55.91. Result ID: 69ca154f47f34ce924b1e9e1.

[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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