# 3D Prediction of Future States on Spring-Gaus sparse views (3 views)

Source: [3D Prediction of Future States on Spring-Gaus sparse views (3 views)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views>)

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

Data updated: 2026-05-20T06:43:23.173Z

Evaluation of 3D future state prediction performance using the Spring-Gaus sparse views dataset (3 views). Metrics include Chamfer Distance (CD) and Earth Mover's Distance (EMD) calculated across various geometric primitives.

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 Prediction of Future States |
| Dataset (including any stated split) | Spring-Gaus sparse views (3 views) |
| Metric | CD (apple) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [CD (apple)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=CD%20(apple)>): Lower is better; unit: SCALAR.

- [CD (banana)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=CD%20(banana)>): Lower is better; unit: SCALAR.

- [CD (chess)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=CD%20(chess)>): Lower is better; unit: SCALAR.

- [CD (cream)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=CD%20(cream)>): Lower is better; unit: SCALAR.

- [CD (cross)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=CD%20(cross)>): Lower is better; unit: SCALAR.

- [CD (paste)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=CD%20(paste)>): Lower is better; unit: SCALAR.

- [CD (torus)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=CD%20(torus)>): Lower is better; unit: SCALAR.

- [Mean CD](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=Mean%20CD>): Lower is better; unit: SCALAR.

- [EMD (apple)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=EMD%20(apple)>): Lower is better; unit: SCALAR.

- [EMD (banana)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=EMD%20(banana)>): Lower is better; unit: SCALAR.

- [EMD (chess)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=EMD%20(chess)>): Lower is better; unit: SCALAR.

- [EMD (cream)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=EMD%20(cream)>): Lower is better; unit: SCALAR.

- [EMD (cross)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=EMD%20(cross)>): Lower is better; unit: SCALAR.

- [EMD (paste)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=EMD%20(paste)>): Lower is better; unit: SCALAR.

- [EMD (torus)](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=EMD%20(torus)>): Lower is better; unit: SCALAR.

- [Mean EMD](<https://www.sota2.com/research/sota/3d-prediction-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=Mean%20EMD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CD (apple) | Result date | Report paper |
| --- | --- | --- | --- |
| GIC + ProJo4D | 0.19 | Not recorded | 68fa793f1e209131cea7cd93 |
| MASIV | 1.02 | Not recorded | 68fa793f1e209131cea7cd93 |
| GIC | 2.13 | Not recorded | 68fa793f1e209131cea7cd93 |
| Spring-Gaus | 12.12 | Not recorded | 68fa793f1e209131cea7cd93 |

### GIC + ProJo4D

CD (apple): 0.19. Result ID: 6a0d5680fbc373592c04bf98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793f1e209131cea7cd93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793f1e209131cea7cd93.md>)

Recorded evaluation configuration: {"views":"3"}. This record does not assert independent reproduction.

### MASIV

CD (apple): 1.02. Result ID: 6a0d5680fbc373592c04bf97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793f1e209131cea7cd93.md>)

Recorded evaluation configuration: {"views":"3"}. This record does not assert independent reproduction.

### GIC

CD (apple): 2.13. Result ID: 6a0d5680fbc373592c04bf96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793f1e209131cea7cd93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6841f.md>)

Recorded evaluation configuration: {"views":"3"}. This record does not assert independent reproduction.

### Spring-Gaus

CD (apple): 12.12. Result ID: 6a0d5680fbc373592c04bf95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793f1e209131cea7cd93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74321e209131cea6059f.md>)

Recorded evaluation configuration: {"views":"3"}. This record does not assert independent reproduction.

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