# High Dynamic Range Reconstruction on MS-COCO

Source: [High Dynamic Range Reconstruction on MS-COCO](<https://www.sota2.com/research/sota/high-dynamic-range-reconstruction-on-ms-coco>)

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

Data updated: 2026-05-28T10:32:28.285Z

Evaluation of High Dynamic Range (HDR) Reconstruction performance on the MS-COCO dataset, measured using PSNR, SSIM, LPIPS, and FID.

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) Reconstruction |
| Dataset (including any stated split) | MS-COCO |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-reconstruction-on-ms-coco.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/high-dynamic-range-reconstruction-on-ms-coco.md?metric=SSIM>): Higher is better; unit: SCALAR.

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

- [FID](<https://www.sota2.com/research/sota/high-dynamic-range-reconstruction-on-ms-coco.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| LMAP-RPS | 25.86 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-DCDP | 23.31 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-SITCOM | 23.26 | Not recorded | 6a17cc57dbd7150506f8164c |
| LMAP-RPS | 23.06 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-DMAP | 22.93 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-DAPS | 22.81 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-DPS | 22.67 | Not recorded | 6a17cc57dbd7150506f8164c |
| ReSample | 22.61 | Not recorded | 6a17cc57dbd7150506f8164c |
| LDIR | 21.22 | Not recorded | 6a17cc57dbd7150506f8164c |
| STSL | 20.45 | Not recorded | 6a17cc57dbd7150506f8164c |

### LMAP-RPS

PSNR: 25.86. Result ID: 6a1818d9fbc373592c128bca.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

Recorded evaluation configuration: {"t0":"0"}. This record does not assert independent reproduction.

### Latent-DCDP

PSNR: 23.31. Result ID: 6a1818d9fbc373592c128bc6.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa792f1e209131cea7c791.md>)

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

### Latent-SITCOM

PSNR: 23.26. Result ID: 6a1818d9fbc373592c128bc9.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

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

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

### LMAP-RPS

PSNR: 23.06. Result ID: 6a1818d9fbc373592c128bcb.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

Recorded evaluation configuration: {"t0":"600"}. This record does not assert independent reproduction.

### Latent-DMAP

PSNR: 22.93. Result ID: 6a1818d9fbc373592c128bc7.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79121e209131cea7bf7b.md>)

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

### Latent-DAPS

PSNR: 22.81. Result ID: 6a1818d9fbc373592c128bc8.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

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

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

### Latent-DPS

PSNR: 22.67. Result ID: 6a1818d9fbc373592c128bc2.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596ef.md>)

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

### ReSample

PSNR: 22.61. Result ID: 6a1818d9fbc373592c128bc3.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596ef.md>)

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

### LDIR

PSNR: 21.22. Result ID: 6a1818d9fbc373592c128bc5.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5655f.md>)

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

### STSL

PSNR: 20.45. Result ID: 6a1818d9fbc373592c128bc4.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc57dbd7150506f8164c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71561e209131cea509d9.md>)

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

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