# Text-to-3D Scene Generation on 3D-FRONT Dining room

Source: [Text-to-3D Scene Generation on 3D-FRONT Dining room](<https://www.sota2.com/research/sota/text-to-3d-scene-generation-on-3d-front-dining-room>)

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

Data updated: 2026-06-09T10:57:11.091Z

Evaluation of Text-to-3D Scene Generation models on the Dining room subset of the 3D-FRONT dataset, utilizing generative quality metrics (FID, KID) and scene composition metrics (iRecall, SCA).

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-3D Scene Generation |
| Dataset (including any stated split) | 3D-FRONT Dining room |
| Metric | iRecall |
| Unit | PERCENT |
| 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

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

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

- [FID-C](<https://www.sota2.com/research/sota/text-to-3d-scene-generation-on-3d-front-dining-room.md?metric=FID-C>): Lower is better; unit: SCALAR.

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

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

## Recorded results

| Method | iRecall | Result date | Report paper |
| --- | --- | --- | --- |
| AccioScene | 65.02 | Not recorded | 68fa76f21e209131cea7029e |
| FreeScene | 63.39 | Not recorded | 68fa76f21e209131cea7029e |
| InstructScene | 61.23 | Not recorded | 68fa76f21e209131cea7029e |
| DiffuScene | 37.87 | Not recorded | 68fa76f21e209131cea7029e |
| ATISS | 37.58 | Not recorded | 68fa76f21e209131cea7029e |

### AccioScene

iRecall: 65.02. Result ID: 6a27f182fbc373592c259837.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

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

### FreeScene

iRecall: 63.39. Result ID: 6a27f182fbc373592c259836.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa791d1e209131cea7c2fb.md>)

[Implementation](<https://cangmushui.github.io/FreeScene-io/>)

Recorded evaluation configuration: {"official results":"true"}. This record does not assert independent reproduction.

### InstructScene

iRecall: 61.23. Result ID: 6a27f182fbc373592c259835.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa721f1e209131cea549db.md>)

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

### DiffuScene

iRecall: 37.87. Result ID: 6a27f182fbc373592c259834.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea5681d.md>)

[Implementation](<https://tangjiapeng.github.io/projects/DiffuScene>)

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

### ATISS

iRecall: 37.58. Result ID: 6a27f182fbc373592c259833.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76f21e209131cea7029e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af61e209131cea2b666.md>)

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

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