# Text-to-texture generation on 3D-FRONT

Source: [Text-to-texture generation on 3D-FRONT](<https://www.sota2.com/research/sota/text-to-texture-generation-on-3d-front>)

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

Data updated: 2026-03-20T10:29:13.083Z

Evaluation of Text-to-Texture Generation performance on the 3D-FRONT dataset, utilizing metrics such as CLIP-T, IS, Q-Align IQA, and Q-Align IAA.

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-FRONT |
| Metric | CLIP-T |
| Unit | PERCENT |
| 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

- [CLIP-T](<https://www.sota2.com/research/sota/text-to-texture-generation-on-3d-front.md?metric=CLIP-T>): Higher is better; unit: PERCENT.

- [IS](<https://www.sota2.com/research/sota/text-to-texture-generation-on-3d-front.md?metric=IS>): Higher is better; unit: SCALAR.

- [Q-Align IQA](<https://www.sota2.com/research/sota/text-to-texture-generation-on-3d-front.md?metric=Q-Align%20IQA>): Higher is better; unit: SCALAR.

- [Q-Align IAA](<https://www.sota2.com/research/sota/text-to-texture-generation-on-3d-front.md?metric=Q-Align%20IAA>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CLIP-T | Result date | Report paper |
| --- | --- | --- | --- |
| CustomTex | 76.6 | Not recorded | 69bcd4af0636e5bf4afc2c51 |
| Paint3D | 73.4 | Not recorded | 69bcd4af0636e5bf4afc2c51 |
| HY3D-2.1 | 73.4 | Not recorded | 69bcd4af0636e5bf4afc2c51 |
| SyncMVD | 71.2 | Not recorded | 69bcd4af0636e5bf4afc2c51 |
| SceneTex | 63.9 | Not recorded | 69bcd4af0636e5bf4afc2c51 |
| TEXture | 55.7 | Not recorded | 69bcd4af0636e5bf4afc2c51 |

### CustomTex

CLIP-T: 76.6. Result ID: 69bd215c47f34ce924a7f364.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4af0636e5bf4afc2c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4af0636e5bf4afc2c51.md>)

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

### Paint3D

CLIP-T: 73.4. Result ID: 69bd215c47f34ce924a7f360.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4af0636e5bf4afc2c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a71e209131cea52592.md>)

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

### HY3D-2.1

CLIP-T: 73.4. Result ID: 69bd215c47f34ce924a7f362.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4af0636e5bf4afc2c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79801e209131cea7dd57.md>)

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

### SyncMVD

CLIP-T: 71.2. Result ID: 69bd215c47f34ce924a7f361.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4af0636e5bf4afc2c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77761e209131cea7349a.md>)

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

### SceneTex

CLIP-T: 63.9. Result ID: 69bd215c47f34ce924a7f363.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4af0636e5bf4afc2c51.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71471e209131cea505ba.md>)

[Implementation](<https://daveredrum.github.io/SceneTex/>)

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

### TEXture

CLIP-T: 55.7. Result ID: 69bd215c47f34ce924a7f35f.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4af0636e5bf4afc2c51.md>)

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

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

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