# Single Image Super-Resolution on Set5 4:1 (test)

Source: [Single Image Super-Resolution on Set5 4:1 (test)](<https://www.sota2.com/research/sota/single-image-super-resolution-on-set5-4-1-test>)

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

Data updated: 2026-02-26T05:55:24.177Z

Evaluation of Single Image Super-Resolution performance on the Set5 dataset using the 4:1 scale factor on the test split, typically 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 | Single Image Super-Resolution |
| Dataset (including any stated split) | Set5 4:1 (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/single-image-super-resolution-on-set5-4-1-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [PSNR (baby)](<https://www.sota2.com/research/sota/single-image-super-resolution-on-set5-4-1-test.md?metric=PSNR%20(baby)>): Higher is better; unit: SCALAR.

- [PSNR (bird)](<https://www.sota2.com/research/sota/single-image-super-resolution-on-set5-4-1-test.md?metric=PSNR%20(bird)>): Higher is better; unit: SCALAR.

- [PSNR (btrfly)](<https://www.sota2.com/research/sota/single-image-super-resolution-on-set5-4-1-test.md?metric=PSNR%20(btrfly)>): Higher is better; unit: SCALAR.

- [PSNR (head)](<https://www.sota2.com/research/sota/single-image-super-resolution-on-set5-4-1-test.md?metric=PSNR%20(head)>): Higher is better; unit: SCALAR.

- [PSNR (woman)](<https://www.sota2.com/research/sota/single-image-super-resolution-on-set5-4-1-test.md?metric=PSNR%20(woman)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SRR | 32.1 | Not recorded | 68fa66961e209131cea1125d |
| Lap | 31.58 | Not recorded | 68fa66961e209131cea1125d |
| DeepRED | 30.72 | Not recorded | 68fa66961e209131cea1125d |
| DeepRED | 30.72 | Not recorded | 68fa66961e209131cea1125d |
| RED | 30.23 | Not recorded | 68fa66961e209131cea1125d |
| DIP | 29.95 | Not recorded | 68fa66961e209131cea1125d |
| DIP | 29.95 | Not recorded | 68fa66961e209131cea1125d |

### SRR

PSNR: 32.1. Result ID: 698cfa0f8b517eb4331e1a66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63681e209131ce9fe7d8.md>)

[Implementation](<https://twitter.box.com/s/lcue6vlrd01ljkdtdkhmfvk7vtjhetog>)

Recorded evaluation configuration: {"upscaling ratio":"4:1"}. This record does not assert independent reproduction.

### Lap

PSNR: 31.58. Result ID: 698cfa0f8b517eb4331e1a65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b41e209131cea00299.md>)

[Implementation](<http://vllab.ucmerced.edu/wlai24/LapSRN>)

Recorded evaluation configuration: {"upscaling ratio":"4:1"}. This record does not assert independent reproduction.

### DeepRED

PSNR: 30.72. Result ID: 698cfa0f8b517eb4331e1a64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

Recorded evaluation configuration: {"upscaling ratio":"4:1"}. This record does not assert independent reproduction.

### DeepRED

PSNR: 30.72. Result ID: 698cfa0f8b517eb4331e1a71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

Recorded evaluation configuration: {"Scale Factor":"4:1"}. This record does not assert independent reproduction.

### RED

PSNR: 30.23. Result ID: 698cfa0f8b517eb4331e1a72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa542d1e209131ce9895db.md>)

Recorded evaluation configuration: {"Scale Factor":"4:1","variant":"FP-BM3D"}. This record does not assert independent reproduction.

### DIP

PSNR: 29.95. Result ID: 698cfa0f8b517eb4331e1a63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16bed.md>)

Recorded evaluation configuration: {"upscaling ratio":"4:1"}. This record does not assert independent reproduction.

### DIP

PSNR: 29.95. Result ID: 698cfa0f8b517eb4331e1a73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66961e209131cea1125d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16bed.md>)

Recorded evaluation configuration: {"Scale Factor":"4:1","run\_mode":"Our Run"}. This record does not assert independent reproduction.

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