# Underwater 3D Reconstruction on SeaThru-NeRF (val)

Source: [Underwater 3D Reconstruction on SeaThru-NeRF (val)](<https://www.sota2.com/research/sota/underwater-3d-reconstruction-on-seathru-nerf-val>)

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

Data updated: 2026-04-23T08:30:48.153Z

Evaluation of 3D reconstruction models on the validation split of the SeaThru-NeRF dataset, reporting quality metrics such as PSNR, SSIM, and LPIPS.

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 | Underwater 3D Reconstruction |
| Dataset (including any stated split) | SeaThru-NeRF (val) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 35 of 35 |
| 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/underwater-3d-reconstruction-on-seathru-nerf-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

- [LPIPS](<https://www.sota2.com/research/sota/underwater-3d-reconstruction-on-seathru-nerf-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SWAGSplatting | 33.0521 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SWAGSplatting | 32.063 | Not recorded | 68fa7b0e1e209131cea866e6 |
| RUSplatting | 31.8683 | Not recorded | 68fa7b0e1e209131cea866e6 |
| WaterSplatting | 31.5367 | Not recorded | 68fa7b0e1e209131cea866e6 |
| WaterSplatting | 31.4616 | Not recorded | 68fa7b0e1e209131cea866e6 |
| UW-GS | 31.0023 | Not recorded | 68fa7b0e1e209131cea866e6 |
| RUSplatting | 30.9557 | Not recorded | 68fa7b0e1e209131cea866e6 |
| 3DGS | 30.7038 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SWAGSplatting | 30.3602 | Not recorded | 68fa7b0e1e209131cea866e6 |
| UW-GS | 29.9721 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SWAGSplatting | 29.9593 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SeaThru-NeRF | 29.9162 | Not recorded | 68fa7b0e1e209131cea866e6 |
| RUSplatting | 29.8036 | Not recorded | 68fa7b0e1e209131cea866e6 |
| RUSplatting | 29.2928 | Not recorded | 68fa7b0e1e209131cea866e6 |
| 3DGS | 29.0234 | Not recorded | 68fa7b0e1e209131cea866e6 |
| UW-GS | 28.5473 | Not recorded | 68fa7b0e1e209131cea866e6 |
| UW-GS | 28.2558 | Not recorded | 68fa7b0e1e209131cea866e6 |
| Instant-NGP | 27.9215 | Not recorded | 68fa7b0e1e209131cea866e6 |
| WaterSplatting | 27.3925 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SeaThru-NeRF | 26.9634 | Not recorded | 68fa7b0e1e209131cea866e6 |
| 3DGS | 26.8353 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SeaThru-NeRF | 26.0604 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SeaThru-NeRF | 25.4989 | Not recorded | 68fa7b0e1e209131cea866e6 |
| 3DGS | 25.224 | Not recorded | 68fa7b0e1e209131cea866e6 |
| RUSplatting | 24.5436 | Not recorded | 68fa7b0e1e209131cea866e6 |
| WaterSplatting | 24.4323 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SWAGSplatting | 24.3617 | Not recorded | 68fa7b0e1e209131cea866e6 |
| Instant-NGP | 23.7945 | Not recorded | 68fa7b0e1e209131cea866e6 |
| UW-GS | 23.5013 | Not recorded | 68fa7b0e1e209131cea866e6 |
| Instant-NGP | 23.4341 | Not recorded | 68fa7b0e1e209131cea866e6 |
| Instant-NGP | 23.2061 | Not recorded | 68fa7b0e1e209131cea866e6 |
| 3DGS | 22.3902 | Not recorded | 68fa7b0e1e209131cea866e6 |
| WaterSplatting | 22.1392 | Not recorded | 68fa7b0e1e209131cea866e6 |
| SeaThru-NeRF | 21.8631 | Not recorded | 68fa7b0e1e209131cea866e6 |
| Instant-NGP | 20.6162 | Not recorded | 68fa7b0e1e209131cea866e6 |

### SWAGSplatting

PSNR: 33.0521. Result ID: 69e9d8ae47f34ce924d0fca3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

Recorded evaluation configuration: {"Scene":"Curacao"}. This record does not assert independent reproduction.

### SWAGSplatting

PSNR: 32.063. Result ID: 69e9d8ae47f34ce924d0fca4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

Recorded evaluation configuration: {"Scene":"Panama"}. This record does not assert independent reproduction.

### RUSplatting

PSNR: 31.8683. Result ID: 69e9d8ae47f34ce924d0fc9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86079.md>)

Recorded evaluation configuration: {"Scene":"Panama"}. This record does not assert independent reproduction.

### WaterSplatting

PSNR: 31.5367. Result ID: 69e9d8ae47f34ce924d0fc95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79051e209131cea7bbe3.md>)

Recorded evaluation configuration: {"Scene":"Panama"}. This record does not assert independent reproduction.

### WaterSplatting

PSNR: 31.4616. Result ID: 69e9d8ae47f34ce924d0fc94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79051e209131cea7bbe3.md>)

Recorded evaluation configuration: {"Scene":"Curacao"}. This record does not assert independent reproduction.

### UW-GS

PSNR: 31.0023. Result ID: 69e9d8ae47f34ce924d0fc9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc14.md>)

Recorded evaluation configuration: {"Scene":"Panama"}. This record does not assert independent reproduction.

### RUSplatting

PSNR: 30.9557. Result ID: 69e9d8ae47f34ce924d0fc9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86079.md>)

Recorded evaluation configuration: {"Scene":"Curacao"}. This record does not assert independent reproduction.

### 3DGS

PSNR: 30.7038. Result ID: 69e9d8ae47f34ce924d0fc90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.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: {"Scene":"Panama"}. This record does not assert independent reproduction.

### SWAGSplatting

PSNR: 30.3602. Result ID: 69e9d8ae47f34ce924d0fca5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

Recorded evaluation configuration: {"Scene":"IUI-Redsea"}. This record does not assert independent reproduction.

### UW-GS

PSNR: 29.9721. Result ID: 69e9d8ae47f34ce924d0fc99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc14.md>)

Recorded evaluation configuration: {"Scene":"Curacao"}. This record does not assert independent reproduction.

### SWAGSplatting

PSNR: 29.9593. Result ID: 69e9d8ae47f34ce924d0fca7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

Recorded evaluation configuration: {"Scene":"Average"}. This record does not assert independent reproduction.

### SeaThru-NeRF

PSNR: 29.9162. Result ID: 69e9d8ae47f34ce924d0fc8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f151e209131cea43c9e.md>)

[Implementation](<https://www.sota2.com/sea-thru-nerf.github.io>)

Recorded evaluation configuration: {"Scene":"Curacao"}. This record does not assert independent reproduction.

### RUSplatting

PSNR: 29.8036. Result ID: 69e9d8ae47f34ce924d0fca0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86079.md>)

Recorded evaluation configuration: {"Scene":"IUI-Redsea"}. This record does not assert independent reproduction.

### RUSplatting

PSNR: 29.2928. Result ID: 69e9d8ae47f34ce924d0fca2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86079.md>)

Recorded evaluation configuration: {"Scene":"Average"}. This record does not assert independent reproduction.

### 3DGS

PSNR: 29.0234. Result ID: 69e9d8ae47f34ce924d0fc8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.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: {"Scene":"Curacao"}. This record does not assert independent reproduction.

### UW-GS

PSNR: 28.5473. Result ID: 69e9d8ae47f34ce924d0fc9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc14.md>)

Recorded evaluation configuration: {"Scene":"IUI-Redsea"}. This record does not assert independent reproduction.

### UW-GS

PSNR: 28.2558. Result ID: 69e9d8ae47f34ce924d0fc9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc14.md>)

Recorded evaluation configuration: {"Scene":"Average"}. This record does not assert independent reproduction.

### Instant-NGP

PSNR: 27.9215. Result ID: 69e9d8ae47f34ce924d0fc85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7f1e209131cea34546.md>)

[Implementation](<https://github.com/nvlabs/instant-ngp>)

Recorded evaluation configuration: {"Scene":"Curacao"}. This record does not assert independent reproduction.

### WaterSplatting

PSNR: 27.3925. Result ID: 69e9d8ae47f34ce924d0fc98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79051e209131cea7bbe3.md>)

Recorded evaluation configuration: {"Scene":"Average"}. This record does not assert independent reproduction.

### SeaThru-NeRF

PSNR: 26.9634. Result ID: 69e9d8ae47f34ce924d0fc8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f151e209131cea43c9e.md>)

[Implementation](<https://www.sota2.com/sea-thru-nerf.github.io>)

Recorded evaluation configuration: {"Scene":"Panama"}. This record does not assert independent reproduction.

### 3DGS

PSNR: 26.8353. Result ID: 69e9d8ae47f34ce924d0fc93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.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: {"Scene":"Average"}. This record does not assert independent reproduction.

### SeaThru-NeRF

PSNR: 26.0604. Result ID: 69e9d8ae47f34ce924d0fc8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f151e209131cea43c9e.md>)

[Implementation](<https://www.sota2.com/sea-thru-nerf.github.io>)

Recorded evaluation configuration: {"Scene":"Average"}. This record does not assert independent reproduction.

### SeaThru-NeRF

PSNR: 25.4989. Result ID: 69e9d8ae47f34ce924d0fc8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f151e209131cea43c9e.md>)

[Implementation](<https://www.sota2.com/sea-thru-nerf.github.io>)

Recorded evaluation configuration: {"Scene":"IUI-Redsea"}. This record does not assert independent reproduction.

### 3DGS

PSNR: 25.224. Result ID: 69e9d8ae47f34ce924d0fc91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.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: {"Scene":"IUI-Redsea"}. This record does not assert independent reproduction.

### RUSplatting

PSNR: 24.5436. Result ID: 69e9d8ae47f34ce924d0fca1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86079.md>)

Recorded evaluation configuration: {"Scene":"Japanese-Redsea"}. This record does not assert independent reproduction.

### WaterSplatting

PSNR: 24.4323. Result ID: 69e9d8ae47f34ce924d0fc97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79051e209131cea7bbe3.md>)

Recorded evaluation configuration: {"Scene":"Japanese-Redsea"}. This record does not assert independent reproduction.

### SWAGSplatting

PSNR: 24.3617. Result ID: 69e9d8ae47f34ce924d0fca6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

Recorded evaluation configuration: {"Scene":"Japanese-Redsea"}. This record does not assert independent reproduction.

### Instant-NGP

PSNR: 23.7945. Result ID: 69e9d8ae47f34ce924d0fc89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7f1e209131cea34546.md>)

[Implementation](<https://github.com/nvlabs/instant-ngp>)

Recorded evaluation configuration: {"Scene":"Average"}. This record does not assert independent reproduction.

### UW-GS

PSNR: 23.5013. Result ID: 69e9d8ae47f34ce924d0fc9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79061e209131cea7bc14.md>)

Recorded evaluation configuration: {"Scene":"Japanese-Redsea"}. This record does not assert independent reproduction.

### Instant-NGP

PSNR: 23.4341. Result ID: 69e9d8ae47f34ce924d0fc86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7f1e209131cea34546.md>)

[Implementation](<https://github.com/nvlabs/instant-ngp>)

Recorded evaluation configuration: {"Scene":"Panama"}. This record does not assert independent reproduction.

### Instant-NGP

PSNR: 23.2061. Result ID: 69e9d8ae47f34ce924d0fc88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7f1e209131cea34546.md>)

[Implementation](<https://github.com/nvlabs/instant-ngp>)

Recorded evaluation configuration: {"Scene":"Japanese-Redsea"}. This record does not assert independent reproduction.

### 3DGS

PSNR: 22.3902. Result ID: 69e9d8ae47f34ce924d0fc92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.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: {"Scene":"Japanese-Redsea"}. This record does not assert independent reproduction.

### WaterSplatting

PSNR: 22.1392. Result ID: 69e9d8ae47f34ce924d0fc96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79051e209131cea7bbe3.md>)

Recorded evaluation configuration: {"Scene":"IUI-Redsea"}. This record does not assert independent reproduction.

### SeaThru-NeRF

PSNR: 21.8631. Result ID: 69e9d8ae47f34ce924d0fc8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f151e209131cea43c9e.md>)

[Implementation](<https://www.sota2.com/sea-thru-nerf.github.io>)

Recorded evaluation configuration: {"Scene":"Japanese-Redsea"}. This record does not assert independent reproduction.

### Instant-NGP

PSNR: 20.6162. Result ID: 69e9d8ae47f34ce924d0fc87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0e1e209131cea866e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7f1e209131cea34546.md>)

[Implementation](<https://github.com/nvlabs/instant-ngp>)

Recorded evaluation configuration: {"Scene":"IUI-Redsea"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
