# Unconditional Procedural Material Synthesis on CompactSBS

Source: [Unconditional Procedural Material Synthesis on CompactSBS](<https://www.sota2.com/research/sota/unconditional-procedural-material-synthesis-on-compactsbs>)

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

Data updated: 2026-05-15T07:09:13.630Z

Evaluation of Unconditional Procedural Material Synthesis performance on the CompactSBS dataset, measured using KID, ROUGE-L, and NER scores.

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 | Unconditional Procedural Material Synthesis |
| Dataset (including any stated split) | CompactSBS |
| Metric | KID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [KID](<https://www.sota2.com/research/sota/unconditional-procedural-material-synthesis-on-compactsbs.md?metric=KID>): Lower is better; unit: SCALAR.

- [ROUGE-L](<https://www.sota2.com/research/sota/unconditional-procedural-material-synthesis-on-compactsbs.md?metric=ROUGE-L>): Higher is better; unit: SCALAR.

- [NER Score](<https://www.sota2.com/research/sota/unconditional-procedural-material-synthesis-on-compactsbs.md?metric=NER%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | KID | Result date | Report paper |
| --- | --- | --- | --- |
| MultiMat | 2.365 | Not recorded | 68fa7baa1e209131cea89c0b |
| MultiMat | 6.752 | Not recorded | 68fa7baa1e209131cea89c0b |
| VLMaterial | 14.155 | Not recorded | 68fa7baa1e209131cea89c0b |

### MultiMat

KID: 2.365. Result ID: 6a06c69547f34ce924ede12d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7baa1e209131cea89c0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7baa1e209131cea89c0b.md>)

Recorded evaluation configuration: {"Model Representation":"Graph"}. This record does not assert independent reproduction.

### MultiMat

KID: 6.752. Result ID: 6a06c69547f34ce924ede12c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7baa1e209131cea89c0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7baa1e209131cea89c0b.md>)

Recorded evaluation configuration: {"Model Representation":"Mixed"}. This record does not assert independent reproduction.

### VLMaterial

KID: 14.155. Result ID: 6a06c69547f34ce924ede12b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7baa1e209131cea89c0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77001e209131cea70679.md>)

Recorded evaluation configuration: {"Model Representation":"SBS"}. This record does not assert independent reproduction.

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