# 3D Volumetric Reconstruction on TNNI1

Source: [3D Volumetric Reconstruction on TNNI1](<https://www.sota2.com/research/sota/3d-volumetric-reconstruction-on-tnni1>)

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

Data updated: 2026-03-24T14:15:10.828Z

Evaluation of 3D Volumetric Reconstruction performance on the TNNI1 dataset, measured using 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 | 3D Volumetric Reconstruction |
| Dataset (including any stated split) | TNNI1 |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/3d-volumetric-reconstruction-on-tnni1.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/3d-volumetric-reconstruction-on-tnni1.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| GaussianPile | 40.17 | Not recorded | 69c21a600636e5bf4afc4607 |
| NeurComp | 39.53 | Not recorded | 69c21a600636e5bf4afc4607 |
| CoordNet | 29.26 | Not recorded | 69c21a600636e5bf4afc4607 |
| 3DGS | 26.75 | Not recorded | 69c21a600636e5bf4afc4607 |

### GaussianPile

PSNR: 40.17. Result ID: 69c29b6b47f34ce924ab28f2.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

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

### NeurComp

PSNR: 39.53. Result ID: 69c29b6b47f34ce924ab28f0.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ba1e209131cea23cdd.md>)

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

### CoordNet

PSNR: 29.26. Result ID: 69c29b6b47f34ce924ab28ef.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.md>)

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

### 3DGS

PSNR: 26.75. Result ID: 69c29b6b47f34ce924ab28f1.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a600636e5bf4afc4607.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.

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