# Low-light enhancement on Low-light enhancement dataset

Source: [Low-light enhancement on Low-light enhancement dataset](<https://www.sota2.com/research/sota/low-light-enhancement-on-low-light-enhancement-dataset>)

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

Data updated: 2026-02-26T05:48:14.877Z

Evaluation of Low-light enhancement models using PSNR, SSIM, and LPIPS metrics on the Low-light enhancement dataset.

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 | Low-light enhancement |
| Dataset (including any stated split) | Low-light enhancement dataset |
| Metric | LPIPS |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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

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

- [PSNR](<https://www.sota2.com/research/sota/low-light-enhancement-on-low-light-enhancement-dataset.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/low-light-enhancement-on-low-light-enhancement-dataset.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [ManIQA](<https://www.sota2.com/research/sota/low-light-enhancement-on-low-light-enhancement-dataset.md?metric=ManIQA>): Higher is better; unit: SCALAR.

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| ShadowDiffusion | 0.1 | Not recorded | 68fa6e281e209131cea3e326 |
| URetinex-Net | 0.12 | Not recorded | 68fa6e281e209131cea3e326 |
| MIRNet | 0.13 | Not recorded | 68fa6e281e209131cea3e326 |
| PromptFix | 0.135 | Not recorded | 68fa751d1e209131cea65dec |
| KinD++ | 0.16 | Not recorded | 68fa6e281e209131cea3e326 |
| Diff-Plugin | 0.227 | Not recorded | 68fa751d1e209131cea65dec |
| PromptIR | 0.33 | Not recorded | 68fa751d1e209131cea65dec |
| AirNet | 0.332 | Not recorded | 68fa751d1e209131cea65dec |
| InstructDiff | 0.368 | Not recorded | 68fa751d1e209131cea65dec |
| MGIE | 0.491 | Not recorded | 68fa751d1e209131cea65dec |
| InstructP2P | 0.581 | Not recorded | 68fa751d1e209131cea65dec |

### ShadowDiffusion

LPIPS: 0.1. Result ID: 699012c03a6c314849fdec6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e281e209131cea3e326.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e281e209131cea3e326.md>)

Recorded evaluation configuration: {"mask refinement":"false","mask condition":"false"}. This record does not assert independent reproduction.

### URetinex-Net

LPIPS: 0.12. Result ID: 699012c03a6c314849fdec6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e281e209131cea3e326.md>)

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

### MIRNet

LPIPS: 0.13. Result ID: 699012c03a6c314849fdec6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e281e209131cea3e326.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ed1e209131cea19320.md>)

[Implementation](<https://github.com/swz30/MIRNet>)

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

### PromptFix

LPIPS: 0.135. Result ID: 699375093a6c314849161287.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751d1e209131cea65dec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa751d1e209131cea65dec.md>)

[Implementation](<https://github.com/yeates/PromptFix>)

Recorded evaluation configuration: {"Input resolution":"512x512"}. This record does not assert independent reproduction.

### KinD++

LPIPS: 0.16. Result ID: 699012c03a6c314849fdec6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e281e209131cea3e326.md>)

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

### Diff-Plugin

LPIPS: 0.227. Result ID: 699375093a6c314849161281.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751d1e209131cea65dec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Implementation](<https://yuhaoliu7456.github.io/Diff-Plugin>)

Recorded evaluation configuration: {"Input resolution":"512x512"}. This record does not assert independent reproduction.

### PromptIR

LPIPS: 0.33. Result ID: 699375093a6c314849161282.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751d1e209131cea65dec.md>)

Recorded evaluation configuration: {"Input resolution":"512x512"}. This record does not assert independent reproduction.

### AirNet

LPIPS: 0.332. Result ID: 699375093a6c314849161283.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751d1e209131cea65dec.md>)

Recorded evaluation configuration: {"Input resolution":"512x512"}. This record does not assert independent reproduction.

### InstructDiff

LPIPS: 0.368. Result ID: 699375093a6c314849161285.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751d1e209131cea65dec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4bdb8.md>)

Recorded evaluation configuration: {"Input resolution":"512x512"}. This record does not assert independent reproduction.

### MGIE

LPIPS: 0.491. Result ID: 699375093a6c314849161286.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751d1e209131cea65dec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa721b1e209131cea548a3.md>)

Recorded evaluation configuration: {"Input resolution":"512x512"}. This record does not assert independent reproduction.

### InstructP2P

LPIPS: 0.581. Result ID: 699375093a6c314849161284.

[Reporting paper](<https://www.sota2.com/research/paper/68fa751d1e209131cea65dec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

Recorded evaluation configuration: {"Input resolution":"512x512"}. This record does not assert independent reproduction.

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