# High Dynamic Range on ImageNet 512 x 512

Source: [High Dynamic Range on ImageNet 512 x 512](<https://www.sota2.com/research/sota/high-dynamic-range-on-imagenet-512-x-512>)

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

Data updated: 2026-05-28T08:31:49.049Z

Evaluation of High Dynamic Range (HDR) processing performance on the ImageNet dataset rendered at 512x512 resolution, measured using PSNR, SSIM, LPIPS, and Run-time.

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 | High dynamic range |
| Dataset (including any stated split) | ImageNet 512 x 512 |
| Metric | PSNR |
| 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](<https://www.sota2.com/research/sota/high-dynamic-range-on-imagenet-512-x-512.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/high-dynamic-range-on-imagenet-512-x-512.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/high-dynamic-range-on-imagenet-512-x-512.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Run-time (s)](<https://www.sota2.com/research/sota/high-dynamic-range-on-imagenet-512-x-512.md?metric=Run-time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| CLAMP | 28.845 | Not recorded | 6a17cbf8dbd7150506f811bc |
| DAPS | 28.003 | Not recorded | 6a17cbf8dbd7150506f811bc |
| SITCOM | 25.361 | Not recorded | 6a17cbf8dbd7150506f811bc |

### CLAMP

PSNR: 28.845. Result ID: 6a17fd26fbc373592c11b33a.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

Recorded evaluation configuration: {"Resolution":"512 x 512","Diffusion Prior":"class-conditional","Offline predicted labels":"true","Classifier guidance":"none","Number of samples":"10","Batch size":"1"}. This record does not assert independent reproduction.

### DAPS

PSNR: 28.003. Result ID: 6a17fd26fbc373592c11b33b.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84481.md>)

Recorded evaluation configuration: {"Resolution":"512 x 512","Diffusion Prior":"class-conditional","Offline predicted labels":"true","Classifier guidance":"none","Number of samples":"10","Batch size":"1"}. This record does not assert independent reproduction.

### SITCOM

PSNR: 25.361. Result ID: 6a17fd26fbc373592c11b33c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78db1e209131cea7ad48.md>)

Recorded evaluation configuration: {"Resolution":"512 x 512","Diffusion Prior":"class-conditional","Offline predicted labels":"true","Classifier guidance":"none","Number of samples":"10","Batch size":"1"}. This record does not assert independent reproduction.

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