# Photoacoustic Reconstruction on Synthetic Vascular Simulation 3D Volume (test)

Source: [Photoacoustic Reconstruction on Synthetic Vascular Simulation 3D Volume (test)](<https://www.sota2.com/research/sota/photoacoustic-reconstruction-on-synthetic-vascular-simulation-3d-volume-test>)

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

Data updated: 2026-02-26T05:56:29.855Z

Evaluation of Photoacoustic Reconstruction performance on the test split of the Synthetic Vascular Simulation 3D Volume dataset, reporting image quality metrics such as PSNR, SSIM, and MSE, along with timing metrics.

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 | Photoacoustic Reconstruction |
| Dataset (including any stated split) | Synthetic Vascular Simulation 3D Volume (test) |
| 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/photoacoustic-reconstruction-on-synthetic-vascular-simulation-3d-volume-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/photoacoustic-reconstruction-on-synthetic-vascular-simulation-3d-volume-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/photoacoustic-reconstruction-on-synthetic-vascular-simulation-3d-volume-test.md?metric=MSE>): Lower is better; unit: SCALAR.

- [Time](<https://www.sota2.com/research/sota/photoacoustic-reconstruction-on-synthetic-vascular-simulation-3d-volume-test.md?metric=Time>): Lower is better; unit: TIME.

- [Speed](<https://www.sota2.com/research/sota/photoacoustic-reconstruction-on-synthetic-vascular-simulation-3d-volume-test.md?metric=Speed>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| GPAIR | 39.32 | Not recorded | 698423f3a8b01e76cc8ee63b |
| GPAIR | 38.98 | Not recorded | 698423f3a8b01e76cc8ee63b |
| GPAIR | 38.71 | Not recorded | 698423f3a8b01e76cc8ee63b |
| GPAIR | 38.43 | Not recorded | 698423f3a8b01e76cc8ee63b |
| GPAIR | 36.96 | Not recorded | 698423f3a8b01e76cc8ee63b |
| GPAIR | 36.49 | Not recorded | 698423f3a8b01e76cc8ee63b |
| MB-PD | 34.57 | Not recorded | 698423f3a8b01e76cc8ee63b |
| MB-PD | 33.93 | Not recorded | 698423f3a8b01e76cc8ee63b |
| MB-PD | 30.19 | Not recorded | 698423f3a8b01e76cc8ee63b |
| MB-PD | 29.53 | Not recorded | 698423f3a8b01e76cc8ee63b |
| UBP | 28.46 | Not recorded | 698423f3a8b01e76cc8ee63b |
| UBP | 27.2 | Not recorded | 698423f3a8b01e76cc8ee63b |
| MB-PD | 26.85 | Not recorded | 698423f3a8b01e76cc8ee63b |
| MB-PD | 26.27 | Not recorded | 698423f3a8b01e76cc8ee63b |
| UBP | 25.65 | Not recorded | 698423f3a8b01e76cc8ee63b |
| UBP | 25.06 | Not recorded | 698423f3a8b01e76cc8ee63b |
| UBP | 24.78 | Not recorded | 698423f3a8b01e76cc8ee63b |
| UBP | 24.24 | Not recorded | 698423f3a8b01e76cc8ee63b |

### GPAIR

PSNR: 39.32. Result ID: 699750ff5698665ec4a2bfc9.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### GPAIR

PSNR: 38.98. Result ID: 699750ff5698665ec4a2bfd2.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### GPAIR

PSNR: 38.71. Result ID: 699750ff5698665ec4a2bfc6.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### GPAIR

PSNR: 38.43. Result ID: 699750ff5698665ec4a2bfcf.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### GPAIR

PSNR: 36.96. Result ID: 699750ff5698665ec4a2bfcc.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### GPAIR

PSNR: 36.49. Result ID: 699750ff5698665ec4a2bfc3.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### MB-PD

PSNR: 34.57. Result ID: 699750ff5698665ec4a2bfd1.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### MB-PD

PSNR: 33.93. Result ID: 699750ff5698665ec4a2bfc8.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### MB-PD

PSNR: 30.19. Result ID: 699750ff5698665ec4a2bfce.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### MB-PD

PSNR: 29.53. Result ID: 699750ff5698665ec4a2bfc5.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### UBP

PSNR: 28.46. Result ID: 699750ff5698665ec4a2bfd0.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### UBP

PSNR: 27.2. Result ID: 699750ff5698665ec4a2bfc7.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### MB-PD

PSNR: 26.85. Result ID: 699750ff5698665ec4a2bfcb.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### MB-PD

PSNR: 26.27. Result ID: 699750ff5698665ec4a2bfc2.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### UBP

PSNR: 25.65. Result ID: 699750ff5698665ec4a2bfc4.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### UBP

PSNR: 25.06. Result ID: 699750ff5698665ec4a2bfcd.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### UBP

PSNR: 24.78. Result ID: 699750ff5698665ec4a2bfc1.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Planar","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

### UBP

PSNR: 24.24. Result ID: 699750ff5698665ec4a2bfca.

[Reporting paper](<https://www.sota2.com/research/paper/698423f3a8b01e76cc8ee63b.md>)

Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction.

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