# 3D Emission Map Generation on Objaverse-Emission 500-asset

Source: [3D Emission Map Generation on Objaverse-Emission 500-asset](<https://www.sota2.com/research/sota/3d-emission-map-generation-on-objaverse-emission-500-asset>)

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

Data updated: 2026-04-14T11:08:25.203Z

Evaluation of 3D Emission Map Generation performance on the Objaverse-Emission 500-asset dataset, measured using Dice coefficient.

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 Emission Map Generation |
| Dataset (including any stated split) | Objaverse-Emission 500-asset |
| Metric | Dice Coefficient |
| Unit | PERCENT |
| 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

- [Dice Coefficient](<https://www.sota2.com/research/sota/3d-emission-map-generation-on-objaverse-emission-500-asset.md?metric=Dice%20Coefficient>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice Coefficient | Result date | Report paper |
| --- | --- | --- | --- |
| EmissionGen | 98.856 | Not recorded | 69ddca677d0172140ec79e58 |
| MVPainter-Emission | 98.749 | Not recorded | 69ddca677d0172140ec79e58 |
| MAGE-Emission | 98.721 | Not recorded | 69ddca677d0172140ec79e58 |

### EmissionGen

Dice Coefficient: 98.856. Result ID: 69de201f47f34ce924c67a59.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"render-then-evaluate"}. This record does not assert independent reproduction.

### MVPainter-Emission

Dice Coefficient: 98.749. Result ID: 69de201f47f34ce924c67a5b.

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"render-then-evaluate"}. This record does not assert independent reproduction.

### MAGE-Emission

Dice Coefficient: 98.721. Result ID: 69de201f47f34ce924c67a5a.

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

Recorded evaluation configuration: {"Evaluation Protocol":"render-then-evaluate"}. This record does not assert independent reproduction.

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