# Image-conditioned 3D Asset Generation on G-Objaverse

Source: [Image-conditioned 3D Asset Generation on G-Objaverse](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse>)

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

Data updated: 2026-04-07T09:28:36.602Z

Evaluation of models generating 3D assets conditioned on input images, using the G-Objaverse dataset. Metrics cover reconstruction fidelity (PSNR, SSIM, LPIPS) and specific material/geometry accuracy (Albedo PSNR, Metallic/Roughness MSE, CD, F-score).

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 | Image-conditioned 3D Asset Generation |
| Dataset (including any stated split) | G-Objaverse |
| Metric | PSNR |
| Unit | SCALAR |
| 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

- [PSNR](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [PSNR (Albedo)](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse.md?metric=PSNR%20(Albedo)>): Higher is better; unit: SCALAR.

- [MSE (Metallic)](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse.md?metric=MSE%20(Metallic)>): Lower is better; unit: SCALAR.

- [MSE (Roughness)](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse.md?metric=MSE%20(Roughness)>): Lower is better; unit: SCALAR.

- [CD](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse.md?metric=CD>): Lower is better; unit: SCALAR.

- [F-score (0.1)](<https://www.sota2.com/research/sota/image-conditioned-3d-asset-generation-on-g-objaverse.md?metric=F-score%20(0.1)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| ImageDream w/ LGAA | 17.04 | Not recorded | 68fa7b2b1e209131cea86faf |
| LGM | 15.98 | Not recorded | 68fa7b2b1e209131cea86faf |
| TRELLIS | 14.64 | Not recorded | 68fa7b2b1e209131cea86faf |
| 3DTopia-XL | 13.36 | Not recorded | 68fa7b2b1e209131cea86faf |
| LaRa | 13.32 | Not recorded | 68fa7b2b1e209131cea86faf |

### ImageDream w/ LGAA

PSNR: 17.04. Result ID: 69d4ce4347f34ce924bce9fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2b1e209131cea86faf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2b1e209131cea86faf.md>)

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

### LGM

PSNR: 15.98. Result ID: 69d4ce4347f34ce924bce9f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2b1e209131cea86faf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72291e209131cea54dd3.md>)

Recorded evaluation configuration: {"Input views generator":"ImageDream"}. This record does not assert independent reproduction.

### TRELLIS

PSNR: 14.64. Result ID: 69d4ce4347f34ce924bce9fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2b1e209131cea86faf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f21e209131cea7b608.md>)

[Implementation](<https://trellis3d.github.io/>)

Recorded evaluation configuration: {"PBR material generation":"TexGaussian"}. This record does not assert independent reproduction.

### 3DTopia-XL

PSNR: 13.36. Result ID: 69d4ce4347f34ce924bce9fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2b1e209131cea86faf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777b1e209131cea737ba.md>)

[Implementation](<https://3dtopia.github.io/3DTopia-XL/>)

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

### LaRa

PSNR: 13.32. Result ID: 69d4ce4347f34ce924bce9f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2b1e209131cea86faf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa742a1e209131cea6025c.md>)

Recorded evaluation configuration: {"Input views generator":"ImageDream"}. This record does not assert independent reproduction.

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