# 3D Style Transfer Multi-view Consistency on LLFF and T&T (test)

Source: [3D Style Transfer Multi-view Consistency on LLFF and T&T (test)](<https://www.sota2.com/research/sota/3d-style-transfer-multi-view-consistency-on-llff-and-t-and-t-test>)

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

Data updated: 2026-03-17T09:12:09.996Z

Evaluation of 3D Style Transfer Multi-view Consistency performance on the test split of the LLFF and Tanks & Temples datasets, measured using short-term and long-term LPIPS 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 | 3D Style Transfer Multi-view Consistency |
| Dataset (including any stated split) | LLFF and T&T (test) |
| Metric | LPIPS (Short-term) |
| Unit | SCALAR |
| Direction | Lower 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

- [LPIPS (Short-term)](<https://www.sota2.com/research/sota/3d-style-transfer-multi-view-consistency-on-llff-and-t-and-t-test.md?metric=LPIPS%20(Short-term)>): Lower is better; unit: SCALAR.

- [RMSE (Short-term)](<https://www.sota2.com/research/sota/3d-style-transfer-multi-view-consistency-on-llff-and-t-and-t-test.md?metric=RMSE%20(Short-term)>): Lower is better; unit: SCALAR.

- [LPIPS (Long-term)](<https://www.sota2.com/research/sota/3d-style-transfer-multi-view-consistency-on-llff-and-t-and-t-test.md?metric=LPIPS%20(Long-term)>): Lower is better; unit: SCALAR.

- [RMSE (Long-term)](<https://www.sota2.com/research/sota/3d-style-transfer-multi-view-consistency-on-llff-and-t-and-t-test.md?metric=RMSE%20(Long-term)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | LPIPS (Short-term) | Result date | Report paper |
| --- | --- | --- | --- |
| ABC-GS | 0.057 | Not recorded | 68fa77b51e209131cea74e2c |
| StyleGaussian | 0.064 | Not recorded | 68fa77b51e209131cea74e2c |
| Ref-NPR | 0.099 | Not recorded | 68fa77b51e209131cea74e2c |
| ARF | 0.111 | Not recorded | 68fa77b51e209131cea74e2c |

### ABC-GS

LPIPS (Short-term): 0.057. Result ID: 69b91ada47f34ce924a1eda0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b51e209131cea74e2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b51e209131cea74e2c.md>)

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

### StyleGaussian

LPIPS (Short-term): 0.064. Result ID: 69b91ada47f34ce924a1ed9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b51e209131cea74e2c.md>)

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

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

### Ref-NPR

LPIPS (Short-term): 0.099. Result ID: 69b91ada47f34ce924a1ed9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b51e209131cea74e2c.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.

### ARF

LPIPS (Short-term): 0.111. Result ID: 69b91ada47f34ce924a1ed9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b51e209131cea74e2c.md>)

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

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

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