# High Dynamic Range (HDR) on ImageNet 100 images (val)

Source: [High Dynamic Range (HDR) on ImageNet 100 images (val)](<https://www.sota2.com/research/sota/high-dynamic-range-hdr-on-imagenet-100-images-val>)

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

Data updated: 2026-05-15T06:59:07.424Z

Evaluation of High Dynamic Range (HDR) processing performance using SSIM, LPIPS, and FID metrics on the specific validation subset of 100 images derived from ImageNet.

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 (HDR) |
| Dataset (including any stated split) | ImageNet 100 images (val) |
| Metric | SSIM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [SSIM](<https://www.sota2.com/research/sota/high-dynamic-range-hdr-on-imagenet-100-images-val.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/high-dynamic-range-hdr-on-imagenet-100-images-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/high-dynamic-range-hdr-on-imagenet-100-images-val.md?metric=FID>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/high-dynamic-range-hdr-on-imagenet-100-images-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [Residual Error](<https://www.sota2.com/research/sota/high-dynamic-range-hdr-on-imagenet-100-images-val.md?metric=Residual%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| DAPS | 82.5 | Not recorded | 68fa78b61e209131cea79f57 |
| DAPS | 82.4 | Not recorded | 6923e657d6b0dd334292ecfc |
| DAPS | 81 | Not recorded | 6923e657d6b0dd334292ecfc |
| DAPS++ | 80.7 | Not recorded | 6923e657d6b0dd334292ecfc |
| DAPS++ | 80.7 | Not recorded | 6923e657d6b0dd334292ecfc |
| DDiff | 80 | Not recorded | 68fa78b61e209131cea79f57 |
| DPS | 34.9 | Not recorded | 6923e657d6b0dd334292ecfc |

### DAPS

SSIM: 82.5. Result ID: 6a06c43747f34ce924edd043.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DAPS

SSIM: 82.4. Result ID: 69bbbb0c47f34ce924a5bcad.

[Reporting paper](<https://www.sota2.com/research/paper/6923e657d6b0dd334292ecfc.md>)

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

Recorded evaluation configuration: {"Number of function evaluations (NFEs)":"1000","Noise level (gamma)":"0.05"}. This record does not assert independent reproduction.

### DAPS

SSIM: 81. Result ID: 69bbbb0c47f34ce924a5bcac.

[Reporting paper](<https://www.sota2.com/research/paper/6923e657d6b0dd334292ecfc.md>)

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

Recorded evaluation configuration: {"Number of function evaluations (NFEs)":"100","Noise level (gamma)":"0.05"}. This record does not assert independent reproduction.

### DAPS++

SSIM: 80.7. Result ID: 69bbbb0c47f34ce924a5bcae.

[Reporting paper](<https://www.sota2.com/research/paper/6923e657d6b0dd334292ecfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e657d6b0dd334292ecfc.md>)

Recorded evaluation configuration: {"Number of function evaluations (NFEs)":"50","Noise level (gamma)":"0.05"}. This record does not assert independent reproduction.

### DAPS++

SSIM: 80.7. Result ID: 69bbbb0c47f34ce924a5bcaf.

[Reporting paper](<https://www.sota2.com/research/paper/6923e657d6b0dd334292ecfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e657d6b0dd334292ecfc.md>)

Recorded evaluation configuration: {"Number of function evaluations (NFEs)":"100","Noise level (gamma)":"0.05"}. This record does not assert independent reproduction.

### DDiff

SSIM: 80. Result ID: 6a06c43747f34ce924edd042.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DPS

SSIM: 34.9. Result ID: 69bbbb0c47f34ce924a5bcab.

[Reporting paper](<https://www.sota2.com/research/paper/6923e657d6b0dd334292ecfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

Recorded evaluation configuration: {"Noise level (gamma)":"0.05"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.