# Raw Image Reconstruction on NUS dataset Sony SLT-A57

Source: [Raw Image Reconstruction on NUS dataset Sony SLT-A57](<https://www.sota2.com/research/sota/raw-image-reconstruction-on-nus-dataset-sony-slt-a57>)

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

Data updated: 2026-02-26T05:55:41.423Z

Evaluation of Raw Image Reconstruction performance on the NUS Sony SLT-A57 dataset, measured using bpp, PSNR, and SSIM.

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 | Raw Image Reconstruction |
| Dataset (including any stated split) | NUS dataset Sony SLT-A57 |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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/raw-image-reconstruction-on-nus-dataset-sony-slt-a57.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [bpp](<https://www.sota2.com/research/sota/raw-image-reconstruction-on-nus-dataset-sony-slt-a57.md?metric=bpp>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/raw-image-reconstruction-on-nus-dataset-sony-slt-a57.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Nam et al. | 53.11 | Not recorded | 68fa6eaf1e209131cea41716 |
| RIR | 51.26 | Not recorded | 68fa6eaf1e209131cea41716 |
| Nam et al. | 50.49 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM | 50.44 | Not recorded | 68fa6eaf1e209131cea41716 |
| R2LCM | 43.43 | Not recorded | 68fa6eaf1e209131cea41716 |
| Nam et al. | 42.82 | Not recorded | 68fa6eaf1e209131cea41716 |
| R2LCM | 41.75 | Not recorded | 68fa6eaf1e209131cea41716 |
| Nam et al. | 41.42 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (higher bpp) | 41.2 | Not recorded | 68fa6eaf1e209131cea41716 |
| R2LCM | 40.73 | Not recorded | 68fa6eaf1e209131cea41716 |
| Nam et al. | 40.04 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (higher bpp) | 39.38 | Not recorded | 68fa6eaf1e209131cea41716 |
| R2LCM | 39.18 | Not recorded | 68fa6eaf1e209131cea41716 |
| Nam et al. | 39.06 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (higher bpp) | 38.24 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (lower bpp) | 36.78 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (higher bpp) | 36.12 | Not recorded | 68fa6eaf1e209131cea41716 |
| R2LCM | 34.31 | Not recorded | 68fa6eaf1e209131cea41716 |
| Nam et al. | 34.29 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (lower bpp) | 33.9 | Not recorded | 68fa6eaf1e209131cea41716 |
| InvISP | 33.68 | Not recorded | 68fa6eaf1e209131cea41716 |
| InvISP | 32.97 | Not recorded | 68fa6eaf1e209131cea41716 |
| InvISP | 32.97 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (lower bpp) | 32.05 | Not recorded | 68fa6eaf1e209131cea41716 |
| InvISP | 30.89 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (lower bpp) | 29.65 | Not recorded | 68fa6eaf1e209131cea41716 |
| InvISP | 29.12 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (higher bpp) | 27.83 | Not recorded | 68fa6eaf1e209131cea41716 |
| SAM (lower bpp) | 25.56 | Not recorded | 68fa6eaf1e209131cea41716 |

### Nam et al.

PSNR: 53.11. Result ID: 69903b2a3a6c314849ff14dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbb1e209131cea35a8c.md>)

Recorded evaluation configuration: {"fine-tuning":"true","conditioned on sRGB images":"true","extra bits for pixel locations":"true"}. This record does not assert independent reproduction.

### RIR

PSNR: 51.26. Result ID: 69903b2a3a6c314849ff14d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"conditioned on sRGB images":"true"}. This record does not assert independent reproduction.

### Nam et al.

PSNR: 50.49. Result ID: 69903b2a3a6c314849ff14db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbb1e209131cea35a8c.md>)

Recorded evaluation configuration: {"conditioned on sRGB images":"true","extra bits for pixel locations":"true"}. This record does not assert independent reproduction.

### SAM

PSNR: 50.44. Result ID: 69903b2a3a6c314849ff14da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"conditioned on sRGB images":"true"}. This record does not assert independent reproduction.

### R2LCM

PSNR: 43.43. Result ID: 69903b2a3a6c314849ff14ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Implementation](<https://github.com/wyf0912/R2LCM>)

Recorded evaluation configuration: {"Quality":90}. This record does not assert independent reproduction.

### Nam et al.

PSNR: 42.82. Result ID: 69903b2a3a6c314849ff14cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbb1e209131cea35a8c.md>)

Recorded evaluation configuration: {"Quality":90}. This record does not assert independent reproduction.

### R2LCM

PSNR: 41.75. Result ID: 69903b2a3a6c314849ff14c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Implementation](<https://github.com/wyf0912/R2LCM>)

Recorded evaluation configuration: {"Quality":70}. This record does not assert independent reproduction.

### Nam et al.

PSNR: 41.42. Result ID: 69903b2a3a6c314849ff14c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbb1e209131cea35a8c.md>)

Recorded evaluation configuration: {"Quality":70}. This record does not assert independent reproduction.

### SAM (higher bpp)

PSNR: 41.2. Result ID: 69903b2a3a6c314849ff14cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":90}. This record does not assert independent reproduction.

### R2LCM

PSNR: 40.73. Result ID: 69903b2a3a6c314849ff14c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Implementation](<https://github.com/wyf0912/R2LCM>)

Recorded evaluation configuration: {"Quality":50}. This record does not assert independent reproduction.

### Nam et al.

PSNR: 40.04. Result ID: 69903b2a3a6c314849ff14c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbb1e209131cea35a8c.md>)

Recorded evaluation configuration: {"Quality":50}. This record does not assert independent reproduction.

### SAM (higher bpp)

PSNR: 39.38. Result ID: 69903b2a3a6c314849ff14c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":70}. This record does not assert independent reproduction.

### R2LCM

PSNR: 39.18. Result ID: 69903b2a3a6c314849ff14bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Implementation](<https://github.com/wyf0912/R2LCM>)

Recorded evaluation configuration: {"Quality":30}. This record does not assert independent reproduction.

### Nam et al.

PSNR: 39.06. Result ID: 69903b2a3a6c314849ff14be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbb1e209131cea35a8c.md>)

Recorded evaluation configuration: {"Quality":30}. This record does not assert independent reproduction.

### SAM (higher bpp)

PSNR: 38.24. Result ID: 69903b2a3a6c314849ff14c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":50}. This record does not assert independent reproduction.

### SAM (lower bpp)

PSNR: 36.78. Result ID: 69903b2a3a6c314849ff14cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":90}. This record does not assert independent reproduction.

### SAM (higher bpp)

PSNR: 36.12. Result ID: 69903b2a3a6c314849ff14bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":30}. This record does not assert independent reproduction.

### R2LCM

PSNR: 34.31. Result ID: 69903b2a3a6c314849ff14ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Implementation](<https://github.com/wyf0912/R2LCM>)

Recorded evaluation configuration: {"Quality":10}. This record does not assert independent reproduction.

### Nam et al.

PSNR: 34.29. Result ID: 69903b2a3a6c314849ff14b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbb1e209131cea35a8c.md>)

Recorded evaluation configuration: {"Quality":10}. This record does not assert independent reproduction.

### SAM (lower bpp)

PSNR: 33.9. Result ID: 69903b2a3a6c314849ff14c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":70}. This record does not assert independent reproduction.

### InvISP

PSNR: 33.68. Result ID: 69903b2a3a6c314849ff14ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea23479.md>)

Recorded evaluation configuration: {"Quality":90}. This record does not assert independent reproduction.

### InvISP

PSNR: 32.97. Result ID: 69903b2a3a6c314849ff14c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea23479.md>)

Recorded evaluation configuration: {"Quality":50}. This record does not assert independent reproduction.

### InvISP

PSNR: 32.97. Result ID: 69903b2a3a6c314849ff14c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea23479.md>)

Recorded evaluation configuration: {"Quality":70}. This record does not assert independent reproduction.

### SAM (lower bpp)

PSNR: 32.05. Result ID: 69903b2a3a6c314849ff14c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":50}. This record does not assert independent reproduction.

### InvISP

PSNR: 30.89. Result ID: 69903b2a3a6c314849ff14bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea23479.md>)

Recorded evaluation configuration: {"Quality":30}. This record does not assert independent reproduction.

### SAM (lower bpp)

PSNR: 29.65. Result ID: 69903b2a3a6c314849ff14bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":30}. This record does not assert independent reproduction.

### InvISP

PSNR: 29.12. Result ID: 69903b2a3a6c314849ff14b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ad1e209131cea23479.md>)

Recorded evaluation configuration: {"Quality":10}. This record does not assert independent reproduction.

### SAM (higher bpp)

PSNR: 27.83. Result ID: 69903b2a3a6c314849ff14b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":10}. This record does not assert independent reproduction.

### SAM (lower bpp)

PSNR: 25.56. Result ID: 69903b2a3a6c314849ff14b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eaf1e209131cea41716.md>)

Recorded evaluation configuration: {"Quality":10}. This record does not assert independent reproduction.

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