# Text-to-Texture Generation on 3D biped cartoon dataset (test)

Source: [Text-to-Texture Generation on 3D biped cartoon dataset (test)](<https://www.sota2.com/research/sota/text-to-texture-generation-on-3d-biped-cartoon-dataset-test>)

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

Data updated: 2026-02-26T05:59:09.621Z

Evaluation of Text-to-Texture Generation models using the test split of the 3D biped cartoon dataset, assessed using quality and fidelity metrics.

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 | Text-to-Texture Generation |
| Dataset (including any stated split) | 3D biped cartoon dataset (test) |
| Metric | Quality Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Quality Score](<https://www.sota2.com/research/sota/text-to-texture-generation-on-3d-biped-cartoon-dataset-test.md?metric=Quality%20Score>): Higher is better; unit: SCALAR.

- [Fidelity Score](<https://www.sota2.com/research/sota/text-to-texture-generation-on-3d-biped-cartoon-dataset-test.md?metric=Fidelity%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Quality Score | Result date | Report paper |
| --- | --- | --- | --- |
| Make-It-Vivid | 4.53 | Not recorded | 68fa729d1e209131cea578a9 |
| Fantasia3D | 2.83 | Not recorded | 68fa729d1e209131cea578a9 |
| Text2Tex | 2.72 | Not recorded | 68fa729d1e209131cea578a9 |
| TEXTure | 2.67 | Not recorded | 68fa729d1e209131cea578a9 |
| LatentPaint | 1.92 | Not recorded | 68fa729d1e209131cea578a9 |

### Make-It-Vivid

Quality Score: 4.53. Result ID: 699263e03a6c3148490e9e22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729d1e209131cea578a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729d1e209131cea578a9.md>)

[Implementation](<https://make-it-vivid.github.io/>)

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

### Fantasia3D

Quality Score: 2.83. Result ID: 699263e03a6c3148490e9e1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729d1e209131cea578a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ae1e209131cea4c7a2.md>)

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

### Text2Tex

Quality Score: 2.72. Result ID: 699263e03a6c3148490e9e20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729d1e209131cea578a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed31e209131cea4272e.md>)

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

### TEXTure

Quality Score: 2.67. Result ID: 699263e03a6c3148490e9e21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729d1e209131cea578a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea40444.md>)

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

### LatentPaint

Quality Score: 1.92. Result ID: 699263e03a6c3148490e9e1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729d1e209131cea578a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6de21e209131cea3ca8f.md>)

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

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