# Text-to-scene generation on 3D-FRONT Diningroom (test)

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

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

Data updated: 2026-02-26T05:44:38.179Z

Evaluation of Text-to-Scene generation models using the test split of the 3D-FRONT Diningroom subset, measured by generative quality metrics (FID, KID) and scene composition metrics (SCA, iRecall).

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-scene generation |
| Dataset (including any stated split) | 3D-FRONT Diningroom (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

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

- [FID (CLIP)](<https://www.sota2.com/research/sota/text-to-scene-generation-on-3d-front-diningroom-test.md?metric=FID%20(CLIP)>): Lower is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| MG-DiT | 125.32 | Not recorded | 68fa791d1e209131cea7c2fb |
| MG-DiT | 127.28 | Not recorded | 68fa791d1e209131cea7c2fb |
| FreeScene | 127.28 | Not recorded | 6965d1b26343fa78c832393a |
| InstructScene | 129.13 | Not recorded | 68fa791d1e209131cea7c2fb |
| InstructScene | 129.13 | Not recorded | 6965d1b26343fa78c832393a |
| SceneNAT | 129.65 | Not recorded | 6965d1b26343fa78c832393a |
| ATISS | 134.75 | Not recorded | 68fa791d1e209131cea7c2fb |
| ATISS | 134.75 | Not recorded | 6965d1b26343fa78c832393a |
| DiffuScene | 142.37 | Not recorded | 68fa791d1e209131cea7c2fb |
| DiffuScene | 142.37 | Not recorded | 6965d1b26343fa78c832393a |

### MG-DiT

FID: 125.32. Result ID: 6995c6fd3badfaffe6ca89e6.

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

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

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

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

### MG-DiT

FID: 127.28. Result ID: 6995c6fd3badfaffe6ca89e5.

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

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

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

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

### FreeScene

FID: 127.28. Result ID: 6997cbb25698665ec422dafd.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

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

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

Recorded evaluation configuration: {"Relational constraints":"Nrel \<= 2"}. This record does not assert independent reproduction.

### InstructScene

FID: 129.13. Result ID: 6995c6fd3badfaffe6ca89e4.

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

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

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

### InstructScene

FID: 129.13. Result ID: 6997cbb25698665ec422dafc.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

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

Recorded evaluation configuration: {"Relational constraints":"Nrel \<= 2"}. This record does not assert independent reproduction.

### SceneNAT

FID: 129.65. Result ID: 6997cbb25698665ec422dafe.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

Recorded evaluation configuration: {"Relational constraints":"Nrel \<= 2"}. This record does not assert independent reproduction.

### ATISS

FID: 134.75. Result ID: 6995c6fd3badfaffe6ca89e2.

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

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

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

### ATISS

FID: 134.75. Result ID: 6997cbb25698665ec422dafa.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

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

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

Recorded evaluation configuration: {"Relational constraints":"Nrel \<= 2"}. This record does not assert independent reproduction.

### DiffuScene

FID: 142.37. Result ID: 6995c6fd3badfaffe6ca89e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791d1e209131cea7c2fb.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.

### DiffuScene

FID: 142.37. Result ID: 6997cbb25698665ec422dafb.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1b26343fa78c832393a.md>)

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

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

Recorded evaluation configuration: {"Relational constraints":"Nrel \<= 2"}. This record does not assert independent reproduction.

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