# Image-conditioned 3D Generation on GSO

Source: [Image-conditioned 3D Generation on GSO](<https://www.sota2.com/research/sota/image-conditioned-3d-generation-on-gso>)

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

Data updated: 2026-07-03T07:23:48.412Z

Evaluation of Image-conditioned 3D Generation performance on the GSO dataset, reporting image fidelity metrics such as PSNR, SSIM, and LPIPS.

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 Generation |
| Dataset (including any stated split) | GSO |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-generation-on-gso.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| PixGS | 21.21 | Not recorded | 6a47420d143ebdcacacc5cb0 |
| DiffSplat | 19.59 | Not recorded | 6a47420d143ebdcacacc5cb0 |
| DiffSplat | 19.57 | Not recorded | 6a47420d143ebdcacacc5cb0 |
| TRELLIS-L | 17.7 | Not recorded | 6a47420d143ebdcacacc5cb0 |
| DiffusionGS | 16.53 | Not recorded | 6a47420d143ebdcacacc5cb0 |
| LGM | 15.61 | Not recorded | 6a47420d143ebdcacacc5cb0 |

### PixGS

PSNR: 21.21. Result ID: 6a47638260b88bb33992ba8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420d143ebdcacacc5cb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420d143ebdcacacc5cb0.md>)

Recorded evaluation configuration: {"Latency (s)":"1"}. This record does not assert independent reproduction.

### DiffSplat

PSNR: 19.59. Result ID: 6a47638260b88bb33992ba88.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420d143ebdcacacc5cb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b61e209131cea6ea4c.md>)

Recorded evaluation configuration: {"Base Diffusion Model":"SD-3.5","Latency (s)":"3"}. This record does not assert independent reproduction.

### DiffSplat

PSNR: 19.57. Result ID: 6a47638260b88bb33992ba87.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420d143ebdcacacc5cb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b61e209131cea6ea4c.md>)

Recorded evaluation configuration: {"Base Diffusion Model":"SD-1.5","Latency (s)":"1"}. This record does not assert independent reproduction.

### TRELLIS-L

PSNR: 17.7. Result ID: 6a47638260b88bb33992ba8a.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420d143ebdcacacc5cb0.md>)

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

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

Recorded evaluation configuration: {"Latency (s)":"6"}. This record does not assert independent reproduction.

### DiffusionGS

PSNR: 16.53. Result ID: 6a47638260b88bb33992ba89.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420d143ebdcacacc5cb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c1f8.md>)

Recorded evaluation configuration: {"Latency (s)":"12"}. This record does not assert independent reproduction.

### LGM

PSNR: 15.61. Result ID: 6a47638260b88bb33992ba8b.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420d143ebdcacacc5cb0.md>)

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

Recorded evaluation configuration: {"Requires additional image-conditioned multi-view generative models":"true","Latency (s)":"2"}. This record does not assert independent reproduction.

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