# Classical Image Super-Resolution on Set5 103 (test)

Source: [Classical Image Super-Resolution on Set5 103 (test)](<https://www.sota2.com/research/sota/classical-image-super-resolution-on-set5-103-test>)

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

Data updated: 2026-03-04T19:20:06.631Z

Evaluation of Classical Image Super-Resolution performance on the test split of the Set5 103 dataset, reporting 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 | Classical Image Super-Resolution |
| Dataset (including any stated split) | Set5 103 (test) |
| 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/classical-image-super-resolution-on-set5-103-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/classical-image-super-resolution-on-set5-103-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| ATD | 38.68 | Not recorded | 69a7bc972d603e6de3e3d653 |
| MambaIRv2 | 38.65 | Not recorded | 69a7bc972d603e6de3e3d653 |
| HAT | 38.63 | Not recorded | 69a7bc972d603e6de3e3d653 |
| ART | 38.56 | Not recorded | 69a7bc972d603e6de3e3d653 |
| CAT-A | 38.51 | Not recorded | 69a7bc972d603e6de3e3d653 |
| SwinIR | 38.42 | Not recorded | 69a7bc972d603e6de3e3d653 |
| SAN | 38.31 | Not recorded | 69a7bc972d603e6de3e3d653 |
| RCAN | 38.27 | Not recorded | 69a7bc972d603e6de3e3d653 |
| HAN | 38.27 | Not recorded | 69a7bc972d603e6de3e3d653 |
| EDSR | 38.11 | Not recorded | 69a7bc972d603e6de3e3d653 |
| MambaIRv2 | 35.18 | Not recorded | 69a7bc972d603e6de3e3d653 |
| ATD | 35.18 | Not recorded | 69a7bc972d603e6de3e3d653 |
| ART | 35.07 | Not recorded | 69a7bc972d603e6de3e3d653 |
| HAT | 35.07 | Not recorded | 69a7bc972d603e6de3e3d653 |
| CAT-A | 35.06 | Not recorded | 69a7bc972d603e6de3e3d653 |
| SwinIR | 34.97 | Not recorded | 69a7bc972d603e6de3e3d653 |
| SAN | 34.75 | Not recorded | 69a7bc972d603e6de3e3d653 |
| HAN | 34.75 | Not recorded | 69a7bc972d603e6de3e3d653 |
| RCAN | 34.74 | Not recorded | 69a7bc972d603e6de3e3d653 |
| EDSR | 34.65 | Not recorded | 69a7bc972d603e6de3e3d653 |
| ATD | 33.19 | Not recorded | 69a7bc972d603e6de3e3d653 |
| MambaIRv2 | 33.14 | Not recorded | 69a7bc972d603e6de3e3d653 |
| CAT-A | 33.08 | Not recorded | 69a7bc972d603e6de3e3d653 |
| ART | 33.04 | Not recorded | 69a7bc972d603e6de3e3d653 |
| HAT | 33.04 | Not recorded | 69a7bc972d603e6de3e3d653 |
| SwinIR | 32.92 | Not recorded | 69a7bc972d603e6de3e3d653 |
| SAN | 32.64 | Not recorded | 69a7bc972d603e6de3e3d653 |
| HAN | 32.64 | Not recorded | 69a7bc972d603e6de3e3d653 |
| RCAN | 32.63 | Not recorded | 69a7bc972d603e6de3e3d653 |
| EDSR | 32.46 | Not recorded | 69a7bc972d603e6de3e3d653 |

### ATD

PSNR: 38.68. Result ID: 69a885ce6dbb7075b950ee0c.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

Recorded evaluation configuration: {"Scale":"×2","Params":"21.8M"}. This record does not assert independent reproduction.

### MambaIRv2

PSNR: 38.65. Result ID: 69a885ce6dbb7075b950ee0b.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77581e209131cea72908.md>)

[Implementation](<https://github.com/csguoh/MambaIR>)

Recorded evaluation configuration: {"Scale":"×2","Params":"22.9M"}. This record does not assert independent reproduction.

### HAT

PSNR: 38.63. Result ID: 69a885ce6dbb7075b950ee0a.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecd1e209131cea423be.md>)

[Implementation](<https://github.com/XPixelGroup/HAT>)

Recorded evaluation configuration: {"Scale":"×2","Params":"20.6M"}. This record does not assert independent reproduction.

### ART

PSNR: 38.56. Result ID: 69a885ce6dbb7075b950ee09.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e801e209131cea405d6.md>)

Recorded evaluation configuration: {"Scale":"×2","Params":"16.4M"}. This record does not assert independent reproduction.

### CAT-A

PSNR: 38.51. Result ID: 69a885ce6dbb7075b950ee08.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea4245a.md>)

Recorded evaluation configuration: {"Scale":"×2","Params":"16.5M"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 38.42. Result ID: 69a885ce6dbb7075b950ee07.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

Recorded evaluation configuration: {"Scale":"×2","Params":"11.8M"}. This record does not assert independent reproduction.

### SAN

PSNR: 38.31. Result ID: 69a885ce6dbb7075b950ee05.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

Recorded evaluation configuration: {"Scale":"×2","Params":"15.7M"}. This record does not assert independent reproduction.

### RCAN

PSNR: 38.27. Result ID: 69a885ce6dbb7075b950ee04.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649d1e209131cea0598b.md>)

[Implementation](<https://github.com/yulunzhang/RCAN>)

Recorded evaluation configuration: {"Scale":"×2","Params":"15.4M"}. This record does not assert independent reproduction.

### HAN

PSNR: 38.27. Result ID: 69a885ce6dbb7075b950ee06.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1acc0.md>)

Recorded evaluation configuration: {"Scale":"×2","Params":"63.6M"}. This record does not assert independent reproduction.

### EDSR

PSNR: 38.11. Result ID: 69a885ce6dbb7075b950ee03.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63831e209131ce9ff1e8.md>)

[Implementation](<https://github.com/LimBee/NTIRE2017>)

Recorded evaluation configuration: {"Scale":"×2","Params":"42.6M"}. This record does not assert independent reproduction.

### MambaIRv2

PSNR: 35.18. Result ID: 69a885ce6dbb7075b950ee15.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77581e209131cea72908.md>)

[Implementation](<https://github.com/csguoh/MambaIR>)

Recorded evaluation configuration: {"Scale":"×3","Params":"23.1M"}. This record does not assert independent reproduction.

### ATD

PSNR: 35.18. Result ID: 69a885ce6dbb7075b950ee16.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

Recorded evaluation configuration: {"Scale":"×3","Params":"22.0M"}. This record does not assert independent reproduction.

### ART

PSNR: 35.07. Result ID: 69a885ce6dbb7075b950ee13.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e801e209131cea405d6.md>)

Recorded evaluation configuration: {"Scale":"×3","Params":"16.6M"}. This record does not assert independent reproduction.

### HAT

PSNR: 35.07. Result ID: 69a885ce6dbb7075b950ee14.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecd1e209131cea423be.md>)

[Implementation](<https://github.com/XPixelGroup/HAT>)

Recorded evaluation configuration: {"Scale":"×3","Params":"20.8M"}. This record does not assert independent reproduction.

### CAT-A

PSNR: 35.06. Result ID: 69a885ce6dbb7075b950ee12.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea4245a.md>)

Recorded evaluation configuration: {"Scale":"×3","Params":"16.6M"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 34.97. Result ID: 69a885ce6dbb7075b950ee11.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

Recorded evaluation configuration: {"Scale":"×3","Params":"11.9M"}. This record does not assert independent reproduction.

### SAN

PSNR: 34.75. Result ID: 69a885ce6dbb7075b950ee0f.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

Recorded evaluation configuration: {"Scale":"×3","Params":"15.9M"}. This record does not assert independent reproduction.

### HAN

PSNR: 34.75. Result ID: 69a885ce6dbb7075b950ee10.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1acc0.md>)

Recorded evaluation configuration: {"Scale":"×3","Params":"64.2M"}. This record does not assert independent reproduction.

### RCAN

PSNR: 34.74. Result ID: 69a885ce6dbb7075b950ee0e.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649d1e209131cea0598b.md>)

[Implementation](<https://github.com/yulunzhang/RCAN>)

Recorded evaluation configuration: {"Scale":"×3","Params":"15.6M"}. This record does not assert independent reproduction.

### EDSR

PSNR: 34.65. Result ID: 69a885ce6dbb7075b950ee0d.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63831e209131ce9ff1e8.md>)

[Implementation](<https://github.com/LimBee/NTIRE2017>)

Recorded evaluation configuration: {"Scale":"×3","Params":"43.0M"}. This record does not assert independent reproduction.

### ATD

PSNR: 33.19. Result ID: 69a885ce6dbb7075b950ee20.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

Recorded evaluation configuration: {"Scale":"×4","Params":"22.0M"}. This record does not assert independent reproduction.

### MambaIRv2

PSNR: 33.14. Result ID: 69a885ce6dbb7075b950ee1f.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77581e209131cea72908.md>)

[Implementation](<https://github.com/csguoh/MambaIR>)

Recorded evaluation configuration: {"Scale":"×4","Params":"23.1M"}. This record does not assert independent reproduction.

### CAT-A

PSNR: 33.08. Result ID: 69a885ce6dbb7075b950ee1c.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea4245a.md>)

Recorded evaluation configuration: {"Scale":"×4","Params":"16.6M"}. This record does not assert independent reproduction.

### ART

PSNR: 33.04. Result ID: 69a885ce6dbb7075b950ee1d.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e801e209131cea405d6.md>)

Recorded evaluation configuration: {"Scale":"×4","Params":"16.6M"}. This record does not assert independent reproduction.

### HAT

PSNR: 33.04. Result ID: 69a885ce6dbb7075b950ee1e.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecd1e209131cea423be.md>)

[Implementation](<https://github.com/XPixelGroup/HAT>)

Recorded evaluation configuration: {"Scale":"×4","Params":"20.8M"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 32.92. Result ID: 69a885ce6dbb7075b950ee1b.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

Recorded evaluation configuration: {"Scale":"×4","Params":"11.9M"}. This record does not assert independent reproduction.

### SAN

PSNR: 32.64. Result ID: 69a885ce6dbb7075b950ee19.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

Recorded evaluation configuration: {"Scale":"×4","Params":"15.9M"}. This record does not assert independent reproduction.

### HAN

PSNR: 32.64. Result ID: 69a885ce6dbb7075b950ee1a.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1acc0.md>)

Recorded evaluation configuration: {"Scale":"×4","Params":"64.2M"}. This record does not assert independent reproduction.

### RCAN

PSNR: 32.63. Result ID: 69a885ce6dbb7075b950ee18.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649d1e209131cea0598b.md>)

[Implementation](<https://github.com/yulunzhang/RCAN>)

Recorded evaluation configuration: {"Scale":"×4","Params":"15.6M"}. This record does not assert independent reproduction.

### EDSR

PSNR: 32.46. Result ID: 69a885ce6dbb7075b950ee17.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc972d603e6de3e3d653.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63831e209131ce9ff1e8.md>)

[Implementation](<https://github.com/LimBee/NTIRE2017>)

Recorded evaluation configuration: {"Scale":"×4","Params":"43.0M"}. This record does not assert independent reproduction.

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