# Category-conditioned 3D Shape Generation on ShapeNet

Source: [Category-conditioned 3D Shape Generation on ShapeNet](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet>)

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

Data updated: 2026-02-26T06:06:03.529Z

Evaluation of models generating 3D shapes conditioned on category labels, using the ShapeNet dataset. Results are reported per category (e.g., chair, table) and averaged.

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 | Category-conditioned 3D shape generation |
| Dataset (including any stated split) | ShapeNet |
| Metric | Table |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Table](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet.md?metric=Table>): Higher is better; unit: PERCENT.

- [Car](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet.md?metric=Car>): Higher is better; unit: PERCENT.

- [Chair](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet.md?metric=Chair>): Higher is better; unit: PERCENT.

- [Airplane](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet.md?metric=Airplane>): Higher is better; unit: PERCENT.

- [Sofa](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet.md?metric=Sofa>): Higher is better; unit: PERCENT.

- [Rifle](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet.md?metric=Rifle>): Higher is better; unit: PERCENT.

- [Lamp](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet.md?metric=Lamp>): Higher is better; unit: PERCENT.

- [Mean Score](<https://www.sota2.com/research/sota/category-conditioned-3d-shape-generation-on-shapenet.md?metric=Mean%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Table | Result date | Report paper |
| --- | --- | --- | --- |
| Grid-8³ | 72.396 | Not recorded | 68fa6da81e209131cea3b30e |
| 3DILG | 68.016 | Not recorded | 68fa6da81e209131cea3b30e |

### Grid-8³

Table: 72.396. Result ID: 698fce743a6c314849fbfefc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

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

### 3DILG

Table: 68.016. Result ID: 698fce743a6c314849fbfefd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b30e.md>)

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

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