# Style Transfer on LLFF and T&T

Source: [Style Transfer on LLFF and T&T](<https://www.sota2.com/research/sota/style-transfer-on-llff-and-t-and-t>)

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

Data updated: 2026-03-17T09:12:09.978Z

Evaluation of general Style Transfer performance using ArtFID and SSIM metrics on the combined LLFF and Tanks & Temples datasets.

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 | Style Transfer |
| Dataset (including any stated split) | LLFF and T&T |
| Metric | ArtFID |
| 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

- [ArtFID](<https://www.sota2.com/research/sota/style-transfer-on-llff-and-t-and-t.md?metric=ArtFID>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/style-transfer-on-llff-and-t-and-t.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ArtFID | Result date | Report paper |
| --- | --- | --- | --- |
| ABC-GS | 42.8 | Not recorded | 68fa77b51e209131cea74e2c |
| Ref-NPR | 45.85 | Not recorded | 68fa77b51e209131cea74e2c |
| ARF | 47.36 | Not recorded | 68fa77b51e209131cea74e2c |
| StyleGaussian | 47.45 | Not recorded | 68fa77b51e209131cea74e2c |

### ABC-GS

ArtFID: 42.8. Result ID: 69b91ada47f34ce924a1ed9c.

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

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

Recorded evaluation configuration: {"Train Time":"1.60","FPS":"153"}. This record does not assert independent reproduction.

### Ref-NPR

ArtFID: 45.85. Result ID: 69b91ada47f34ce924a1ed9b.

[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: {"Train Time":"2.28","FPS":"7.1"}. This record does not assert independent reproduction.

### ARF

ArtFID: 47.36. Result ID: 69b91ada47f34ce924a1ed9a.

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

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

Recorded evaluation configuration: {"Train Time":"1.83","FPS":"8.4"}. This record does not assert independent reproduction.

### StyleGaussian

ArtFID: 47.45. Result ID: 69b91ada47f34ce924a1ed99.

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

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

Recorded evaluation configuration: {"FPS":"9.7"}. This record does not assert independent reproduction.

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