# 3D Object-Composed Scene Generation on 3D-Front

Source: [3D Object-Composed Scene Generation on 3D-Front](<https://www.sota2.com/research/sota/3d-object-composed-scene-generation-on-3d-front>)

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

Data updated: 2026-03-20T10:42:22.067Z

Evaluation of models performing 3D Object-Composed Scene Generation on the 3D-FRONT dataset, measured using geometric metrics such as Chamfer Distance (CD), F-score, and Intersection over Union (IoU).

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 | 3D Object-Composed Scene Generation |
| Dataset (including any stated split) | 3D-Front |
| Metric | Chamfer Distance (CD) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Chamfer Distance (CD)](<https://www.sota2.com/research/sota/3d-object-composed-scene-generation-on-3d-front.md?metric=Chamfer%20Distance%20(CD)>): Lower is better; unit: SCALAR.

- [F-score](<https://www.sota2.com/research/sota/3d-object-composed-scene-generation-on-3d-front.md?metric=F-score>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Chamfer Distance (CD) | Result date | Report paper |
| --- | --- | --- | --- |
| DreamPartGen | 0.1495 | Not recorded | 69bcd4930636e5bf4afc2a3e |
| PartCrafter | 0.1528 | Not recorded | 69bcd4930636e5bf4afc2a3e |
| MIDI | 0.1602 | Not recorded | 69bcd4930636e5bf4afc2a3e |

### DreamPartGen

Chamfer Distance (CD): 0.1495. Result ID: 69bd248d47f34ce924a80bae.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4930636e5bf4afc2a3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4930636e5bf4afc2a3e.md>)

Recorded evaluation configuration: {"Run Time":"40s"}. This record does not assert independent reproduction.

### PartCrafter

Chamfer Distance (CD): 0.1528. Result ID: 69bd248d47f34ce924a80bad.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4930636e5bf4afc2a3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa792b1e209131cea7c61e.md>)

Recorded evaluation configuration: {"Run Time":"42s"}. This record does not assert independent reproduction.

### MIDI

Chamfer Distance (CD): 0.1602. Result ID: 69bd248d47f34ce924a80bac.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4930636e5bf4afc2a3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a091e209131cea80b13.md>)

[Implementation](<https://huanngzh.github.io/MIDI-Page/>)

Recorded evaluation configuration: {"Run Time":"80s"}. This record does not assert independent reproduction.

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