# Hyperspectral Novel View Synthesis on Surface Optics (SOP) Datasets (test)

Source: [Hyperspectral Novel View Synthesis on Surface Optics (SOP) Datasets (test)](<https://www.sota2.com/research/sota/hyperspectral-novel-view-synthesis-on-surface-optics-sop-datasets-test>)

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

Data updated: 2026-02-26T05:56:14.157Z

Evaluation of Hyperspectral Novel View Synthesis performance on the test split of the Surface Optics (SOP) Datasets, reporting PSNR, SSIM, SAM, and RMSE.

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 | Hyperspectral Novel View Synthesis |
| Dataset (including any stated split) | Surface Optics (SOP) Datasets (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/hyperspectral-novel-view-synthesis-on-surface-optics-sop-datasets-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/hyperspectral-novel-view-synthesis-on-surface-optics-sop-datasets-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [SAM](<https://www.sota2.com/research/sota/hyperspectral-novel-view-synthesis-on-surface-optics-sop-datasets-test.md?metric=SAM>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/hyperspectral-novel-view-synthesis-on-surface-optics-sop-datasets-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| HyperGS | 30.51 | Not recorded | 68fa76361e209131cea6bdd2 |
| 3DGS | 28.58 | Not recorded | 68fa76361e209131cea6bdd2 |
| Nerfacto | 16.37 | Not recorded | 68fa76361e209131cea6bdd2 |
| HS-NeRF | 14.44 | Not recorded | 68fa76361e209131cea6bdd2 |
| TensorF | 13 | Not recorded | 68fa76361e209131cea6bdd2 |
| MipNeRF | 12.53 | Not recorded | 68fa76361e209131cea6bdd2 |
| MipNeRF360 | 12.28 | Not recorded | 68fa76361e209131cea6bdd2 |
| NeRF | 10.89 | Not recorded | 68fa76361e209131cea6bdd2 |

### HyperGS

PSNR: 30.51. Result ID: 699416793a6c3148491af337.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### 3DGS

PSNR: 28.58. Result ID: 699416793a6c3148491af336.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70461e209131cea4a191.md>)

[Implementation](<https://repo-sam.inria.fr/fungraph/3d-gaussian-splatting/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Nerfacto

PSNR: 16.37. Result ID: 699416793a6c3148491af333.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ec1e209131cea4e0ca.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HS-NeRF

PSNR: 14.44. Result ID: 699416793a6c3148491af335.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a01e209131cea57a34.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TensorF

PSNR: 13. Result ID: 699416793a6c3148491af332.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e061e209131cea3d7ce.md>)

[Implementation](<https://apchenstu.github.io/TensoRF/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MipNeRF

PSNR: 12.53. Result ID: 699416793a6c3148491af331.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29033.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MipNeRF360

PSNR: 12.28. Result ID: 699416793a6c3148491af334.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32346.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NeRF

PSNR: 10.89. Result ID: 699416793a6c3148491af330.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6bdd2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68171e209131cea1a247.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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