# Scene Stylization on Synthetic, LLFF, and Tanks & Temples (test)

Source: [Scene Stylization on Synthetic, LLFF, and Tanks & Temples (test)](<https://www.sota2.com/research/sota/scene-stylization-on-synthetic-llff-and-tanks-and-temples-test>)

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

Data updated: 2026-02-26T06:01:47.142Z

Evaluation of Scene Stylization performance across synthetic data, LLFF scenes, and the test split of the Tanks & Temples dataset, measured using metrics like Stability, Ref-LPIPS, and Robustness.

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 | Scene Stylization |
| Dataset (including any stated split) | Synthetic, LLFF, and Tanks & Temples (test) |
| Metric | Ref-LPIPS |
| Unit | SCALAR |
| Direction | Lower 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

- [Ref-LPIPS](<https://www.sota2.com/research/sota/scene-stylization-on-synthetic-llff-and-tanks-and-temples-test.md?metric=Ref-LPIPS>): Lower is better; unit: SCALAR.

- [Stability Check](<https://www.sota2.com/research/sota/scene-stylization-on-synthetic-llff-and-tanks-and-temples-test.md?metric=Stability%20Check>): Higher is better; unit: SCALAR.

- [Robustness](<https://www.sota2.com/research/sota/scene-stylization-on-synthetic-llff-and-tanks-and-temples-test.md?metric=Robustness>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Ref-LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| ReGS | 0.202 | Not recorded | 68fa74111e209131cea5f994 |
| Texler | 0.335 | Not recorded | 68fa6ee81e209131cea42cec |
| Ref-NPR | 0.339 | Not recorded | 68fa6ee81e209131cea42cec |
| Ref-NPR | 0.339 | Not recorded | 68fa74111e209131cea5f994 |
| ARF | 0.394 | Not recorded | 68fa6ee81e209131cea42cec |
| ARF | 0.394 | Not recorded | 68fa74111e209131cea5f994 |
| SNeRF | 0.405 | Not recorded | 68fa6ee81e209131cea42cec |
| SNERF | 0.405 | Not recorded | 68fa74111e209131cea5f994 |

### ReGS

Ref-LPIPS: 0.202. Result ID: 69932e433a6c314849144572.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f994.md>)

Recorded evaluation configuration: {"Speed (fps)":"91.4"}. This record does not assert independent reproduction.

### Texler

Ref-LPIPS: 0.335. Result ID: 69906ce03a6c314849007638.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42cec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676f1e209131cea16348.md>)

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

### Ref-NPR

Ref-LPIPS: 0.339. Result ID: 69906ce03a6c31484900763b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42cec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42cec.md>)

[Implementation](<https://ref-npr.github.io/>)

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

### Ref-NPR

Ref-LPIPS: 0.339. Result ID: 69932e433a6c314849144571.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42cec.md>)

[Implementation](<https://ref-npr.github.io/>)

Recorded evaluation configuration: {"Speed (fps)":"16.4"}. This record does not assert independent reproduction.

### ARF

Ref-LPIPS: 0.394. Result ID: 69906ce03a6c31484900763a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42cec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e7e.md>)

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

### ARF

Ref-LPIPS: 0.394. Result ID: 69932e433a6c31484914456f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e7e.md>)

Recorded evaluation configuration: {"Speed (fps)":"16.5"}. This record does not assert independent reproduction.

### SNeRF

Ref-LPIPS: 0.405. Result ID: 69906ce03a6c314849007639.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42cec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea37098.md>)

Recorded evaluation configuration: {"Backbone":"Plenoxels"}. This record does not assert independent reproduction.

### SNERF

Ref-LPIPS: 0.405. Result ID: 69932e433a6c314849144570.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea37098.md>)

Recorded evaluation configuration: {"Speed (fps)":"16.3"}. This record does not assert independent reproduction.

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