# Image Reconstruction on Urban100

Source: [Image Reconstruction on Urban100](<https://www.sota2.com/research/sota/image-reconstruction-on-urban100>)

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

Data updated: 2026-06-19T07:23:09.959Z

Evaluation of Image Reconstruction performance on the Urban100 dataset, measured using PSNR, SSIM, LPIPS, and edge-LPIPS.

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 | Image Reconstruction |
| Dataset (including any stated split) | Urban100 |
| Metric | PSNR (dB) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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 (dB)](<https://www.sota2.com/research/sota/image-reconstruction-on-urban100.md?metric=PSNR%20(dB)>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-reconstruction-on-urban100.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-reconstruction-on-urban100.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [edge-LPIPS](<https://www.sota2.com/research/sota/image-reconstruction-on-urban100.md?metric=edge-LPIPS>): Lower is better; unit: SCALAR.

- [Δ PSNR](<https://www.sota2.com/research/sota/image-reconstruction-on-urban100.md?metric=%CE%94%20PSNR>): Higher is better; unit: SCALAR.

- [Δ LPIPS](<https://www.sota2.com/research/sota/image-reconstruction-on-urban100.md?metric=%CE%94%20LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR (dB) | Result date | Report paper |
| --- | --- | --- | --- |
| GB-LSR-Full | 18.827 | Not recorded | 6a34ccee206542251d7c5e01 |
| GB-LSR-Full | 18.827 | Not recorded | 6a34ccee206542251d7c5e01 |
| GB-LSR-Scalar | 18.827 | Not recorded | 6a34ccee206542251d7c5e01 |
| GB-LSR-Scalar | 18.793 | Not recorded | 6a34ccee206542251d7c5e01 |
| GB-LSR-Fixed | 17.011 | Not recorded | 6a34ccee206542251d7c5e01 |
| LTE | 15.819 | Not recorded | 6a34ccee206542251d7c5e01 |
| LTE | 15.819 | Not recorded | 6a34ccee206542251d7c5e01 |
| LIIF | 15.371 | Not recorded | 6a34ccee206542251d7c5e01 |
| WIRE | 15.198 | Not recorded | 6a34ccee206542251d7c5e01 |
| Global Fourier-MLP baseline | 13.059 | Not recorded | 6a34ccee206542251d7c5e01 |

### GB-LSR-Full

PSNR (dB): 18.827. Result ID: 6a34eca8fbc373592c31c956.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

Recorded evaluation configuration: {"inf ms":"1.40","#params":"989,954"}. This record does not assert independent reproduction.

### GB-LSR-Full

PSNR (dB): 18.827. Result ID: 6a34eca8fbc373592c31c964.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

Recorded evaluation configuration: {"Selection Scope":"Best PSNR (any)"}. This record does not assert independent reproduction.

### GB-LSR-Scalar

PSNR (dB): 18.827. Result ID: 6a34eca8fbc373592c31c965.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

Recorded evaluation configuration: {"Selection Scope":"Best PSNR (any)"}. This record does not assert independent reproduction.

### GB-LSR-Scalar

PSNR (dB): 18.793. Result ID: 6a34eca8fbc373592c31c955.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

Recorded evaluation configuration: {"variant":"main","inf ms":"1.41","#params":"989,955"}. This record does not assert independent reproduction.

### GB-LSR-Fixed

PSNR (dB): 17.011. Result ID: 6a34eca8fbc373592c31c954.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

Recorded evaluation configuration: {"inf ms":"1.41","#params":"989,954"}. This record does not assert independent reproduction.

### LTE

PSNR (dB): 15.819. Result ID: 6a34eca8fbc373592c31c958.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32528.md>)

[Implementation](<https://github.com/jaewon-lee-b/lte>)

Recorded evaluation configuration: {"protocol":"matched-budget amortized","inf ms":"2.57","#params":"1,122,051"}. This record does not assert independent reproduction.

### LTE

PSNR (dB): 15.819. Result ID: 6a34eca8fbc373592c31c966.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32528.md>)

[Implementation](<https://github.com/jaewon-lee-b/lte>)

Recorded evaluation configuration: {"Selection Scope":"Best PSNR (baseline)","Protocol":"Matched-budget amortized"}. This record does not assert independent reproduction.

### LIIF

PSNR (dB): 15.371. Result ID: 6a34eca8fbc373592c31c957.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b11e209131cea23746.md>)

[Implementation](<https://yinboc.github.io/liif/>)

Recorded evaluation configuration: {"protocol":"matched-budget amortized","inf ms":"5.72","#params":"1,122,819"}. This record does not assert independent reproduction.

### WIRE

PSNR (dB): 15.198. Result ID: 6a34eca8fbc373592c31c959.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e591e209131cea3f3b4.md>)

Recorded evaluation configuration: {"protocol":"matched-budget amortized","inf ms":"2.65","#params":"1,058,051"}. This record does not assert independent reproduction.

### Global Fourier-MLP baseline

PSNR (dB): 13.059. Result ID: 6a34eca8fbc373592c31c953.

[Reporting paper](<https://www.sota2.com/research/paper/6a34ccee206542251d7c5e01.md>)

Recorded evaluation configuration: {"inf ms":"2.12","#params":"1,121,539"}. This record does not assert independent reproduction.

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