# Conditional (Inverse) Material Generation on CompactSBS

Source: [Conditional (Inverse) Material Generation on CompactSBS](<https://www.sota2.com/research/sota/conditional-inverse-material-generation-on-compactsbs>)

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

Data updated: 2026-05-15T07:09:13.659Z

Evaluation of models performing Conditional (Inverse) Material Generation on the CompactSBS dataset, assessed using metrics including DSim, CLIP, Style, KID, ROUGE-L, and NER.

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 | Conditional (Inverse) Material Generation |
| Dataset (including any stated split) | CompactSBS |
| Metric | DSim |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [DSim](<https://www.sota2.com/research/sota/conditional-inverse-material-generation-on-compactsbs.md?metric=DSim>): Higher is better; unit: SCALAR.

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

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

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

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

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

## Recorded results

| Method | DSim | Result date | Report paper |
| --- | --- | --- | --- |
| MultiMat+ (Graph) | 40.367 | Not recorded | 68fa7baa1e209131cea89c0b |
| MultiMat+ (Mixed) | 40.258 | Not recorded | 68fa7baa1e209131cea89c0b |
| MultiMat (Graph) | 36.609 | Not recorded | 68fa7baa1e209131cea89c0b |
| MultiMat (Mixed) | 34.922 | Not recorded | 68fa7baa1e209131cea89c0b |
| VLMaterial+ (SBS) | 31.348 | Not recorded | 68fa7baa1e209131cea89c0b |
| VLMaterial (SBS) | 31.344 | Not recorded | 68fa7baa1e209131cea89c0b |

### MultiMat+ (Graph)

DSim: 40.367. Result ID: 6a06c69547f34ce924ede133.

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

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

Recorded evaluation configuration: {"Parameter optimization":"with","Representation":"Graph"}. This record does not assert independent reproduction.

### MultiMat+ (Mixed)

DSim: 40.258. Result ID: 6a06c69547f34ce924ede132.

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

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

Recorded evaluation configuration: {"Parameter optimization":"with","Representation":"Mixed"}. This record does not assert independent reproduction.

### MultiMat (Graph)

DSim: 36.609. Result ID: 6a06c69547f34ce924ede130.

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

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

Recorded evaluation configuration: {"Parameter optimization":"without","Representation":"Graph"}. This record does not assert independent reproduction.

### MultiMat (Mixed)

DSim: 34.922. Result ID: 6a06c69547f34ce924ede12f.

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

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

Recorded evaluation configuration: {"Parameter optimization":"without","Representation":"Mixed"}. This record does not assert independent reproduction.

### VLMaterial+ (SBS)

DSim: 31.348. Result ID: 6a06c69547f34ce924ede131.

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

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

Recorded evaluation configuration: {"Parameter optimization":"with","Representation":"SBS"}. This record does not assert independent reproduction.

### VLMaterial (SBS)

DSim: 31.344. Result ID: 6a06c69547f34ce924ede12e.

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

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

Recorded evaluation configuration: {"Parameter optimization":"without","Representation":"SBS"}. This record does not assert independent reproduction.

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