# Emission Map Generation on Objaverse-Emission 500-asset

Source: [Emission Map Generation on Objaverse-Emission 500-asset](<https://www.sota2.com/research/sota/emission-map-generation-on-objaverse-emission-500-asset>)

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

Data updated: 2026-04-14T11:08:25.186Z

Evaluation of Emission Map Generation performance using metrics like PSNR, SSIM, LPIPS, FID, and CLIP metrics on the Objaverse-Emission 500-asset dataset.

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 | Emission Map Generation |
| Dataset (including any stated split) | Objaverse-Emission 500-asset |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher 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

- [PSNR](<https://www.sota2.com/research/sota/emission-map-generation-on-objaverse-emission-500-asset.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/emission-map-generation-on-objaverse-emission-500-asset.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/emission-map-generation-on-objaverse-emission-500-asset.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [CLIP-FID](<https://www.sota2.com/research/sota/emission-map-generation-on-objaverse-emission-500-asset.md?metric=CLIP-FID>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/emission-map-generation-on-objaverse-emission-500-asset.md?metric=FID>): Lower is better; unit: SCALAR.

- [CLIP-I](<https://www.sota2.com/research/sota/emission-map-generation-on-objaverse-emission-500-asset.md?metric=CLIP-I>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| EmissionGen | 15.36 | Not recorded | 69ddca677d0172140ec79e58 |
| MVPainter-Emission | 13.27 | Not recorded | 69ddca677d0172140ec79e58 |
| MAGE-Emission | 13.06 | Not recorded | 69ddca677d0172140ec79e58 |

### EmissionGen

PSNR: 15.36. Result ID: 69de201f47f34ce924c67a56.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca677d0172140ec79e58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca677d0172140ec79e58.md>)

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

### MVPainter-Emission

PSNR: 13.27. Result ID: 69de201f47f34ce924c67a58.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca677d0172140ec79e58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79466.md>)

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

### MAGE-Emission

PSNR: 13.06. Result ID: 69de201f47f34ce924c67a57.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca677d0172140ec79e58.md>)

Recorded evaluation configuration: {"steps":"30k","training":"fine-tuned"}. This record does not assert independent reproduction.

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