# High Dynamic Range Reconstruction on MS-COCO (test)

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

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

Data updated: 2026-05-28T10:32:28.113Z

Evaluation of High Dynamic Range (HDR) Reconstruction performance on the test split of the MS-COCO dataset, focusing on inference speed.

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 Reconstruction |
| Dataset (including any stated split) | MS-COCO (test) |
| Metric | Inference Time (s/image) |
| Unit | TIME |
| Direction | Lower 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

- [Inference Time (s/image)](<https://www.sota2.com/research/sota/high-dynamic-range-reconstruction-on-ms-coco-test.md?metric=Inference%20Time%20(s%2Fimage)>): Lower is better; unit: TIME.

## Recorded results

| Method | Inference Time (s/image) | Result date | Report paper |
| --- | --- | --- | --- |
| LMAP-RPS | 89 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-DCDP | 110 | Not recorded | 6a17cc57dbd7150506f8164c |
| LMAP-RPS | 230 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-DPS | 241 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-SITCOM | 280 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-DMAP | 284 | Not recorded | 6a17cc57dbd7150506f8164c |
| LDIR | 293 | Not recorded | 6a17cc57dbd7150506f8164c |
| STSL | 457 | Not recorded | 6a17cc57dbd7150506f8164c |
| Latent-DAPS | 464 | Not recorded | 6a17cc57dbd7150506f8164c |
| ReSample | 1104 | Not recorded | 6a17cc57dbd7150506f8164c |

### LMAP-RPS

Inference Time (s/image): 89. Result ID: 6a1818d9fbc373592c128b94.

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

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

Recorded evaluation configuration: {"zero-shot":"true","t0":"0"}. This record does not assert independent reproduction.

### Latent-DCDP

Inference Time (s/image): 110. Result ID: 6a1818d9fbc373592c128b90.

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### LMAP-RPS

Inference Time (s/image): 230. Result ID: 6a1818d9fbc373592c128b95.

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

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

Recorded evaluation configuration: {"zero-shot":"true","t0":"600"}. This record does not assert independent reproduction.

### Latent-DPS

Inference Time (s/image): 241. Result ID: 6a1818d9fbc373592c128b8c.

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Latent-SITCOM

Inference Time (s/image): 280. Result ID: 6a1818d9fbc373592c128b93.

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Latent-DMAP

Inference Time (s/image): 284. Result ID: 6a1818d9fbc373592c128b91.

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### LDIR

Inference Time (s/image): 293. Result ID: 6a1818d9fbc373592c128b8f.

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### STSL

Inference Time (s/image): 457. Result ID: 6a1818d9fbc373592c128b8e.

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Latent-DAPS

Inference Time (s/image): 464. Result ID: 6a1818d9fbc373592c128b92.

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### ReSample

Inference Time (s/image): 1104. Result ID: 6a1818d9fbc373592c128b8d.

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

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