# Multi-image super-resolution on SyntheticBurst

Source: [Multi-image super-resolution on SyntheticBurst](<https://www.sota2.com/research/sota/multi-image-super-resolution-on-syntheticburst>)

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

Data updated: 2026-02-26T05:56:47.621Z

Evaluation of Multi-image super-resolution performance on the SyntheticBurst dataset, measured using PSNR.

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 | Multi-image super-resolution |
| Dataset (including any stated split) | SyntheticBurst |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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/multi-image-super-resolution-on-syntheticburst.md?metric=PSNR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SuperF | 29.48 | Not recorded | 693a501e6cfd488761a54b2c |
| SuperF | 29.38 | Not recorded | 693a501e6cfd488761a54b2c |
| SuperF | 27.9 | Not recorded | 693a501e6cfd488761a54b2c |
| Bilinear | 27.66 | Not recorded | 693a501e6cfd488761a54b2c |
| SuperF | 27.47 | Not recorded | 693a501e6cfd488761a54b2c |
| SuperF | 27.08 | Not recorded | 693a501e6cfd488761a54b2c |
| Lafenetre et al. | 27.02 | Not recorded | 693a501e6cfd488761a54b2c |
| SuperF | 26.58 | Not recorded | 693a501e6cfd488761a54b2c |
| Lafenetre et al. | 26.46 | Not recorded | 693a501e6cfd488761a54b2c |
| Bilinear | 26.12 | Not recorded | 693a501e6cfd488761a54b2c |
| Bilinear | 25.44 | Not recorded | 693a501e6cfd488761a54b2c |
| Lafenetre et al. | 25.19 | Not recorded | 693a501e6cfd488761a54b2c |
| NIR | 24.46 | Not recorded | 693a501e6cfd488761a54b2c |
| NIR | 23.62 | Not recorded | 693a501e6cfd488761a54b2c |
| NIR | 23.39 | Not recorded | 693a501e6cfd488761a54b2c |
| NIR | 22.93 | Not recorded | 693a501e6cfd488761a54b2c |
| NIR | 22.69 | Not recorded | 693a501e6cfd488761a54b2c |
| NIR | 22.28 | Not recorded | 693a501e6cfd488761a54b2c |

### SuperF

PSNR: 29.48. Result ID: 6998695b5698665ec4c8d417.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16","Number of iterations":"2k","Loss function":"GNLL"}. This record does not assert independent reproduction.

### SuperF

PSNR: 29.38. Result ID: 6998695b5698665ec4c8d414.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16","Number of iterations":"2k","Loss function":"MSE"}. This record does not assert independent reproduction.

### SuperF

PSNR: 27.9. Result ID: 6998695b5698665ec4c8d415.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16","Number of iterations":"2k","Loss function":"MSE"}. This record does not assert independent reproduction.

### Bilinear

PSNR: 27.66. Result ID: 6998695b5698665ec4c8d408.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16"}. This record does not assert independent reproduction.

### SuperF

PSNR: 27.47. Result ID: 6998695b5698665ec4c8d418.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16","Number of iterations":"2k","Loss function":"GNLL"}. This record does not assert independent reproduction.

### SuperF

PSNR: 27.08. Result ID: 6998695b5698665ec4c8d416.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16","Number of iterations":"2k","Loss function":"MSE"}. This record does not assert independent reproduction.

### Lafenetre et al.

PSNR: 27.02. Result ID: 6998695b5698665ec4c8d40b.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecb1e209131cea4230b.md>)

Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16"}. This record does not assert independent reproduction.

### SuperF

PSNR: 26.58. Result ID: 6998695b5698665ec4c8d419.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16","Number of iterations":"2k","Loss function":"GNLL"}. This record does not assert independent reproduction.

### Lafenetre et al.

PSNR: 26.46. Result ID: 6998695b5698665ec4c8d40c.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecb1e209131cea4230b.md>)

Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16"}. This record does not assert independent reproduction.

### Bilinear

PSNR: 26.12. Result ID: 6998695b5698665ec4c8d409.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16"}. This record does not assert independent reproduction.

### Bilinear

PSNR: 25.44. Result ID: 6998695b5698665ec4c8d40a.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16"}. This record does not assert independent reproduction.

### Lafenetre et al.

PSNR: 25.19. Result ID: 6998695b5698665ec4c8d40d.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecb1e209131cea4230b.md>)

Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16"}. This record does not assert independent reproduction.

### NIR

PSNR: 24.46. Result ID: 6998695b5698665ec4c8d411.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bd1.md>)

Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16","Number of iterations":"5k"}. This record does not assert independent reproduction.

### NIR

PSNR: 23.62. Result ID: 6998695b5698665ec4c8d40e.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bd1.md>)

Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16","Number of iterations":"2k"}. This record does not assert independent reproduction.

### NIR

PSNR: 23.39. Result ID: 6998695b5698665ec4c8d412.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bd1.md>)

Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16","Number of iterations":"5k"}. This record does not assert independent reproduction.

### NIR

PSNR: 22.93. Result ID: 6998695b5698665ec4c8d413.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bd1.md>)

Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16","Number of iterations":"5k"}. This record does not assert independent reproduction.

### NIR

PSNR: 22.69. Result ID: 6998695b5698665ec4c8d40f.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bd1.md>)

Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16","Number of iterations":"2k"}. This record does not assert independent reproduction.

### NIR

PSNR: 22.28. Result ID: 6998695b5698665ec4c8d410.

[Reporting paper](<https://www.sota2.com/research/paper/693a501e6cfd488761a54b2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37bd1.md>)

Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16","Number of iterations":"2k"}. This record does not assert independent reproduction.

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