# Semantic Image Reconstruction on ImageNet (test)

Source: [Semantic Image Reconstruction on ImageNet (test)](<https://www.sota2.com/research/sota/semantic-image-reconstruction-on-imagenet-test>)

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

Data updated: 2026-03-30T06:19:10.323Z

Evaluation of models performing Semantic Image Reconstruction on the test split of the ImageNet dataset, utilizing metrics focused on attribute reconstruction accuracy (ASR, CA, AC) alongside various PSNR components.

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 | Semantic Image Reconstruction |
| Dataset (including any stated split) | ImageNet (test) |
| Metric | PSNR (Background) (dB) |
| 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 (Background) (dB)](<https://www.sota2.com/research/sota/semantic-image-reconstruction-on-imagenet-test.md?metric=PSNR%20(Background)%20(dB)>): Higher is better; unit: SCALAR.

- [ASR](<https://www.sota2.com/research/sota/semantic-image-reconstruction-on-imagenet-test.md?metric=ASR>): Higher is better; unit: PERCENT.

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

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

- [AEVC](<https://www.sota2.com/research/sota/semantic-image-reconstruction-on-imagenet-test.md?metric=AEVC>): Higher is better; unit: PERCENT.

- [CA](<https://www.sota2.com/research/sota/semantic-image-reconstruction-on-imagenet-test.md?metric=CA>): Higher is better; unit: PERCENT.

- [AC](<https://www.sota2.com/research/sota/semantic-image-reconstruction-on-imagenet-test.md?metric=AC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR (Background) (dB) | Result date | Report paper |
| --- | --- | --- | --- |
| CT-BA | 34.09 | Not recorded | 68fa78a81e209131cea79acf |
| BadNets | 20.28 | Not recorded | 68fa78a81e209131cea79acf |
| WaNets | 20.21 | Not recorded | 68fa78a81e209131cea79acf |

### CT-BA

PSNR (Background) (dB): 34.09. Result ID: 69ca154f47f34ce924b1e9db.

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

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

Recorded evaluation configuration: {"strategy":"Ours","Poisoning Rate":"0.01","Bandwidth Compression Ratio":"1/6"}. This record does not assert independent reproduction.

### BadNets

PSNR (Background) (dB): 20.28. Result ID: 69ca154f47f34ce924b1e9d9.

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

Recorded evaluation configuration: {"strategy":"BadNets","Poisoning Rate":"0.01","Bandwidth Compression Ratio":"1/6"}. This record does not assert independent reproduction.

### WaNets

PSNR (Background) (dB): 20.21. Result ID: 69ca154f47f34ce924b1e9da.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa696b1e209131cea21e53.md>)

Recorded evaluation configuration: {"strategy":"WaNets","Poisoning Rate":"0.01","Bandwidth Compression Ratio":"1/6"}. This record does not assert independent reproduction.

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