# Image Super-resolution on CelebA standard (val)

Source: [Image Super-resolution on CelebA standard (val)](<https://www.sota2.com/research/sota/image-super-resolution-on-celeba-standard-val>)

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

Data updated: 2026-02-26T05:45:27.758Z

Evaluation of Image Super-resolution performance on the validation split of the standard CelebA dataset, utilizing metrics such as %Fooled and Negative log-likelihood.

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 | Image Super-resolution |
| Dataset (including any stated split) | CelebA standard (val) |
| Metric | Fooled Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Fooled Rate](<https://www.sota2.com/research/sota/image-super-resolution-on-celeba-standard-val.md?metric=Fooled%20Rate>): Higher is better; unit: PERCENT.

- [Negative Log-Likelihood](<https://www.sota2.com/research/sota/image-super-resolution-on-celeba-standard-val.md?metric=Negative%20Log-Likelihood>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Fooled Rate | Result date | Report paper |
| --- | --- | --- | --- |
| 2D local Image Transformer | 343.5 | Not recorded | 68fa64831e209131cea050c0 |
| 2D local Image Transformer | 30.644 | Not recorded | 68fa64831e209131cea050c0 |
| PixelRecursive | 11 | Not recorded | 68fa64831e209131cea050c0 |
| PixelRecursive | 10.4 | Not recorded | 68fa64831e209131cea050c0 |
| PixelRecursive | 10.2 | Not recorded | 68fa64831e209131cea050c0 |
| srez GAN | 8.5 | Not recorded | 68fa64831e209131cea050c0 |
| ResNet | 4 | Not recorded | 68fa64831e209131cea050c0 |

### 2D local Image Transformer

Fooled Rate: 343.5. Result ID: 698c498e37894ef7d9cd402c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

Recorded evaluation configuration: {"Sampling temperature":"0.9","Attention":"2D local"}. This record does not assert independent reproduction.

### 2D local Image Transformer

Fooled Rate: 30.644. Result ID: 698c498e37894ef7d9cd402b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

Recorded evaluation configuration: {"Sampling temperature":"1.0","Attention":"2D local"}. This record does not assert independent reproduction.

### PixelRecursive

Fooled Rate: 11. Result ID: 698c498e37894ef7d9cd4025.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd4d2.md>)

Recorded evaluation configuration: {"Sampling temperature":"1.0"}. This record does not assert independent reproduction.

### PixelRecursive

Fooled Rate: 10.4. Result ID: 698c498e37894ef7d9cd4026.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd4d2.md>)

Recorded evaluation configuration: {"Sampling temperature":"0.9"}. This record does not assert independent reproduction.

### PixelRecursive

Fooled Rate: 10.2. Result ID: 698c498e37894ef7d9cd4027.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd4d2.md>)

Recorded evaluation configuration: {"Sampling temperature":"0.8"}. This record does not assert independent reproduction.

### srez GAN

Fooled Rate: 8.5. Result ID: 698c498e37894ef7d9cd4024.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

Recorded evaluation configuration: {"Sampling temperature":"n/a"}. This record does not assert independent reproduction.

### ResNet

Fooled Rate: 4. Result ID: 698c498e37894ef7d9cd4023.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64831e209131cea050c0.md>)

Recorded evaluation configuration: {"Sampling temperature":"n/a"}. This record does not assert independent reproduction.

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