# 3D Style Transfer on Masked renderings four fixed viewpoints

Source: [3D Style Transfer on Masked renderings four fixed viewpoints](<https://www.sota2.com/research/sota/3d-style-transfer-on-masked-renderings-four-fixed-viewpoints>)

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

Data updated: 2026-04-13T07:59:44.257Z

Evaluation of 3D Style Transfer performance on the 'Masked renderings four fixed viewpoints' dataset, measured using NNFM, RMSE, and LPIPS 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 | 3D Style Transfer |
| Dataset (including any stated split) | Masked renderings four fixed viewpoints |
| Metric | NNFM |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [NNFM](<https://www.sota2.com/research/sota/3d-style-transfer-on-masked-renderings-four-fixed-viewpoints.md?metric=NNFM>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/3d-style-transfer-on-masked-renderings-four-fixed-viewpoints.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/3d-style-transfer-on-masked-renderings-four-fixed-viewpoints.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NNFM | Result date | Report paper |
| --- | --- | --- | --- |
| SIC3D | 0.151 | Not recorded | 69dc78947d0172140ec78b4d |
| SGSST | 0.153 | Not recorded | 69dc78947d0172140ec78b4d |
| G-Style | 0.154 | Not recorded | 69dc78947d0172140ec78b4d |
| Stylized Prompt | 0.156 | Not recorded | 69dc78947d0172140ec78b4d |
| StyleGaussian | 0.159 | Not recorded | 69dc78947d0172140ec78b4d |

### SIC3D

NNFM: 0.151. Result ID: 69dca23d47f34ce924c368e7.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b4d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b4d.md>)

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

### SGSST

NNFM: 0.153. Result ID: 69dca23d47f34ce924c368e6.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b4d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77ed1e209131cea76134.md>)

[Implementation](<https://github.com/JianlingWANG2021/SGSST>)

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

### G-Style

NNFM: 0.154. Result ID: 69dca23d47f34ce924c368e5.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b4d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c11e209131cea63914.md>)

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

### Stylized Prompt

NNFM: 0.156. Result ID: 69dca23d47f34ce924c368e3.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b4d.md>)

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

### StyleGaussian

NNFM: 0.159. Result ID: 69dca23d47f34ce924c368e4.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b4d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72811e209131cea56d88.md>)

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

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