# Image Rendering of Future States on Spring-Gaus sparse views (3 views)

Source: [Image Rendering of Future States on Spring-Gaus sparse views (3 views)](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views>)

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

Data updated: 2026-05-20T06:43:23.207Z

Evaluation of Image Rendering of Future States performance on the Spring-Gaus dataset utilizing only 3 sparse input views. Metrics include PSNR and SSIM calculated across specific object categories (apple, banana, chess, cream, cross, paste, torus).

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 Rendering of Future States |
| Dataset (including any stated split) | Spring-Gaus sparse views (3 views) |
| Metric | PSNR (apple) |
| Unit | SCALAR |
| Direction | Higher 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

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

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

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

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

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

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

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

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

- [SSIM (apple)](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=SSIM%20(apple)>): Higher is better; unit: PERCENT.

- [SSIM (banana)](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=SSIM%20(banana)>): Higher is better; unit: PERCENT.

- [SSIM (chess)](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=SSIM%20(chess)>): Higher is better; unit: PERCENT.

- [SSIM (cream)](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=SSIM%20(cream)>): Higher is better; unit: PERCENT.

- [SSIM (cross)](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=SSIM%20(cross)>): Higher is better; unit: PERCENT.

- [SSIM (paste)](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=SSIM%20(paste)>): Higher is better; unit: PERCENT.

- [SSIM (torus)](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=SSIM%20(torus)>): Higher is better; unit: PERCENT.

- [Mean SSIM](<https://www.sota2.com/research/sota/image-rendering-of-future-states-on-spring-gaus-sparse-views-3-views.md?metric=Mean%20SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR (apple) | Result date | Report paper |
| --- | --- | --- | --- |
| GIC + ProJo4D | 27.1 | Not recorded | 68fa793f1e209131cea7cd93 |
| MASIV | 21.77 | Not recorded | 68fa793f1e209131cea7cd93 |
| GIC | 20.52 | Not recorded | 68fa793f1e209131cea7cd93 |
| Spring-Gaus | 17.03 | Not recorded | 68fa793f1e209131cea7cd93 |

### GIC + ProJo4D

PSNR (apple): 27.1. Result ID: 6a0d5680fbc373592c04bf9c.

[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","cameras":"all"}. This record does not assert independent reproduction.

### MASIV

PSNR (apple): 21.77. Result ID: 6a0d5680fbc373592c04bf9b.

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

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

### GIC

PSNR (apple): 20.52. Result ID: 6a0d5680fbc373592c04bf9a.

[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","cameras":"all"}. This record does not assert independent reproduction.

### Spring-Gaus

PSNR (apple): 17.03. Result ID: 6a0d5680fbc373592c04bf99.

[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","cameras":"all"}. This record does not assert independent reproduction.

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