# Sparse Reconstruction on FHD

Source: [Sparse Reconstruction on FHD](<https://www.sota2.com/research/sota/sparse-reconstruction-on-fhd>)

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

Data updated: 2026-06-08T06:23:48.288Z

Evaluation of Sparse Reconstruction performance on the FHD dataset, reporting reconstruction quality metrics (PSNR, SSIM, MSE), computational time, and relative improvements.

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 | Sparse Reconstruction |
| Dataset (including any stated split) | FHD |
| Metric | Reconstruction Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [Reconstruction Time (s)](<https://www.sota2.com/research/sota/sparse-reconstruction-on-fhd.md?metric=Reconstruction%20Time%20(s)>): Lower is better; unit: TIME.

- [Mean SSIM](<https://www.sota2.com/research/sota/sparse-reconstruction-on-fhd.md?metric=Mean%20SSIM>): Higher is better; unit: PERCENT.

- [Mean MSE](<https://www.sota2.com/research/sota/sparse-reconstruction-on-fhd.md?metric=Mean%20MSE>): Lower is better; unit: SCALAR.

- [Mean PSNR](<https://www.sota2.com/research/sota/sparse-reconstruction-on-fhd.md?metric=Mean%20PSNR>): Higher is better; unit: SCALAR.

- [Relative Improvement (%)](<https://www.sota2.com/research/sota/sparse-reconstruction-on-fhd.md?metric=Relative%20Improvement%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Reconstruction Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| CLOMP | 0.263 | Not recorded | 68fa76aa1e209131cea6e4b0 |
| CLOMP | 0.268 | Not recorded | 68fa76aa1e209131cea6e4b0 |
| CLOMP | 0.279 | Not recorded | 68fa76aa1e209131cea6e4b0 |
| OMP | 13.746 | Not recorded | 68fa76aa1e209131cea6e4b0 |
| IHT | 21.95 | Not recorded | 68fa76aa1e209131cea6e4b0 |
| IHT | 27.498 | Not recorded | 68fa76aa1e209131cea6e4b0 |
| IHT | 27.72 | Not recorded | 68fa76aa1e209131cea6e4b0 |
| OMP | 101.367 | Not recorded | 68fa76aa1e209131cea6e4b0 |
| OMP | 291.367 | Not recorded | 68fa76aa1e209131cea6e4b0 |

### CLOMP

Reconstruction Time (s): 0.263. Result ID: 6a265feefbc373592c226052.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.1","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

### CLOMP

Reconstruction Time (s): 0.268. Result ID: 6a265feefbc373592c226058.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.5","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

### CLOMP

Reconstruction Time (s): 0.279. Result ID: 6a265feefbc373592c226055.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.3","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

### OMP

Reconstruction Time (s): 13.746. Result ID: 6a265feefbc373592c226053.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.1","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

### IHT

Reconstruction Time (s): 21.95. Result ID: 6a265feefbc373592c226054.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.1","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

### IHT

Reconstruction Time (s): 27.498. Result ID: 6a265feefbc373592c22605a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.5","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

### IHT

Reconstruction Time (s): 27.72. Result ID: 6a265feefbc373592c226057.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.3","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

### OMP

Reconstruction Time (s): 101.367. Result ID: 6a265feefbc373592c226056.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.3","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

### OMP

Reconstruction Time (s): 291.367. Result ID: 6a265feefbc373592c226059.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e4b0.md>)

Recorded evaluation configuration: {"Sr":"0.5","Resolution":"1920×1080","Mean Kr":"0.844"}. This record does not assert independent reproduction.

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