# Omnidirectional Image Super-Resolution on SUN360 (test)

Source: [Omnidirectional Image Super-Resolution on SUN360 (test)](<https://www.sota2.com/research/sota/omnidirectional-image-super-resolution-on-sun360-test>)

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

Data updated: 2026-06-30T07:51:17.619Z

Evaluation of Omnidirectional Image Super-Resolution performance on the test split of the SUN360 dataset, reporting WS-PSNR and WS-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 | Omnidirectional Image Super-Resolution |
| Dataset (including any stated split) | SUN360 (test) |
| Metric | WS-PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 27 of 27 |
| 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

- [WS-PSNR](<https://www.sota2.com/research/sota/omnidirectional-image-super-resolution-on-sun360-test.md?metric=WS-PSNR>): Higher is better; unit: SCALAR.

- [WS-SSIM](<https://www.sota2.com/research/sota/omnidirectional-image-super-resolution-on-sun360-test.md?metric=WS-SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | WS-PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| D2R2OSR | 24 | Not recorded | 6a434d92ba73165dbb743b9e |
| AdaIR | 23.85 | Not recorded | 6a434d92ba73165dbb743b9e |
| OSRT | 23.82 | Not recorded | 6a434d92ba73165dbb743b9e |
| BPOSR | 23.75 | Not recorded | 6a434d92ba73165dbb743b9e |
| PromptIR | 23.69 | Not recorded | 6a434d92ba73165dbb743b9e |
| HAT | 23.67 | Not recorded | 6a434d92ba73165dbb743b9e |
| SwinIR | 23.66 | Not recorded | 6a434d92ba73165dbb743b9e |
| Real-ESRGAN | 23.07 | Not recorded | 6a434d92ba73165dbb743b9e |
| 360-SS | 23.02 | Not recorded | 6a434d92ba73165dbb743b9e |
| D2R2OSR | 22.16 | Not recorded | 6a434d92ba73165dbb743b9e |
| AdaIR | 22.14 | Not recorded | 6a434d92ba73165dbb743b9e |
| OSRT | 22.13 | Not recorded | 6a434d92ba73165dbb743b9e |
| HAT | 22.08 | Not recorded | 6a434d92ba73165dbb743b9e |
| PromptIR | 22.07 | Not recorded | 6a434d92ba73165dbb743b9e |
| SwinIR | 22.04 | Not recorded | 6a434d92ba73165dbb743b9e |
| BPOSR | 21.91 | Not recorded | 6a434d92ba73165dbb743b9e |
| Real-ESRGAN | 21.23 | Not recorded | 6a434d92ba73165dbb743b9e |
| D2R2OSR | 20.69 | Not recorded | 6a434d92ba73165dbb743b9e |
| AdaIR | 20.59 | Not recorded | 6a434d92ba73165dbb743b9e |
| OSRT | 20.58 | Not recorded | 6a434d92ba73165dbb743b9e |
| HAT | 20.55 | Not recorded | 6a434d92ba73165dbb743b9e |
| PromptIR | 20.55 | Not recorded | 6a434d92ba73165dbb743b9e |
| SwinIR | 20.48 | Not recorded | 6a434d92ba73165dbb743b9e |
| BPOSR | 20.23 | Not recorded | 6a434d92ba73165dbb743b9e |
| Real-ESRGAN | 19.34 | Not recorded | 6a434d92ba73165dbb743b9e |
| 360-SS | 16.64 | Not recorded | 6a434d92ba73165dbb743b9e |
| 360-SS | 15.14 | Not recorded | 6a434d92ba73165dbb743b9e |

### D2R2OSR

WS-PSNR: 24. Result ID: 6a43755bfbc373592c93ebf8.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### AdaIR

WS-PSNR: 23.85. Result ID: 6a43755bfbc373592c93ebf5.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729e1e209131cea57945.md>)

[Implementation](<https://github.com/c-yn/AdaIR>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### OSRT

WS-PSNR: 23.82. Result ID: 6a43755bfbc373592c93ebef.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea4038b.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### BPOSR

WS-PSNR: 23.75. Result ID: 6a43755bfbc373592c93ebf2.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### PromptIR

WS-PSNR: 23.69. Result ID: 6a43755bfbc373592c93ebec.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### HAT

WS-PSNR: 23.67. Result ID: 6a43755bfbc373592c93ebe9.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

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

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

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### SwinIR

WS-PSNR: 23.66. Result ID: 6a43755bfbc373592c93ebe6.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

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

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

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### Real-ESRGAN

WS-PSNR: 23.07. Result ID: 6a43755bfbc373592c93ebe3.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b80.md>)

[Implementation](<https://github.com/xinntao/Real-ESRGAN>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### 360-SS

WS-PSNR: 23.02. Result ID: 6a43755bfbc373592c93ebe0.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f06e.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### D2R2OSR

WS-PSNR: 22.16. Result ID: 6a43755bfbc373592c93ebf9.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### AdaIR

WS-PSNR: 22.14. Result ID: 6a43755bfbc373592c93ebf6.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729e1e209131cea57945.md>)

[Implementation](<https://github.com/c-yn/AdaIR>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### OSRT

WS-PSNR: 22.13. Result ID: 6a43755bfbc373592c93ebf0.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea4038b.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### HAT

WS-PSNR: 22.08. Result ID: 6a43755bfbc373592c93ebea.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

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

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

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### PromptIR

WS-PSNR: 22.07. Result ID: 6a43755bfbc373592c93ebed.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### SwinIR

WS-PSNR: 22.04. Result ID: 6a43755bfbc373592c93ebe7.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

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

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

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### BPOSR

WS-PSNR: 21.91. Result ID: 6a43755bfbc373592c93ebf3.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### Real-ESRGAN

WS-PSNR: 21.23. Result ID: 6a43755bfbc373592c93ebe4.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b80.md>)

[Implementation](<https://github.com/xinntao/Real-ESRGAN>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### D2R2OSR

WS-PSNR: 20.69. Result ID: 6a43755bfbc373592c93ebfa.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### AdaIR

WS-PSNR: 20.59. Result ID: 6a43755bfbc373592c93ebf7.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729e1e209131cea57945.md>)

[Implementation](<https://github.com/c-yn/AdaIR>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### OSRT

WS-PSNR: 20.58. Result ID: 6a43755bfbc373592c93ebf1.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea4038b.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### HAT

WS-PSNR: 20.55. Result ID: 6a43755bfbc373592c93ebeb.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

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

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

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### PromptIR

WS-PSNR: 20.55. Result ID: 6a43755bfbc373592c93ebee.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### SwinIR

WS-PSNR: 20.48. Result ID: 6a43755bfbc373592c93ebe8.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

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

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

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### BPOSR

WS-PSNR: 20.23. Result ID: 6a43755bfbc373592c93ebf4.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### Real-ESRGAN

WS-PSNR: 19.34. Result ID: 6a43755bfbc373592c93ebe5.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b80.md>)

[Implementation](<https://github.com/xinntao/Real-ESRGAN>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### 360-SS

WS-PSNR: 16.64. Result ID: 6a43755bfbc373592c93ebe1.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f06e.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### 360-SS

WS-PSNR: 15.14. Result ID: 6a43755bfbc373592c93ebe2.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d92ba73165dbb743b9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f06e.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

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