# Video Prediction on Moving MNIST two-digits (test)

Source: [Video Prediction on Moving MNIST two-digits (test)](<https://www.sota2.com/research/sota/video-prediction-on-moving-mnist-two-digits-test>)

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

Data updated: 2026-02-26T05:55:26.106Z

Evaluation of video prediction performance on the test split of the two-digit configuration of the Moving MNIST dataset, typically measured using metrics like PSNR and SSIM.

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 | Video Prediction |
| Dataset (including any stated split) | Moving MNIST two-digits (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/video-prediction-on-moving-mnist-two-digits-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/video-prediction-on-moving-mnist-two-digits-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SRVP | 18.25 | Not recorded | 68fa68121e209131cea19fcd |
| SRVP | 16.93 | Not recorded | 68fa68121e209131cea19fcd |
| SRVP-MLP | 16.7 | Not recorded | 68fa68121e209131cea19fcd |
| SRVP-MLP | 16.55 | Not recorded | 68fa68121e209131cea19fcd |
| SRVP-GRU | 15.8 | Not recorded | 68fa68121e209131cea19fcd |
| SRVP-w/o z | 14.99 | Not recorded | 68fa68121e209131cea19fcd |
| SVG | 14.5 | Not recorded | 68fa68121e209131cea19fcd |
| SRVP-GRU | 13.17 | Not recorded | 68fa68121e209131cea19fcd |
| SVG | 12.85 | Not recorded | 68fa68121e209131cea19fcd |

### SRVP

PSNR: 18.25. Result ID: 698d59d38b517eb43320d614.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Implementation](<https://github.com/edouardelasalles/srvp>)

Recorded evaluation configuration: {"Evaluation Mode":"Deterministic"}. This record does not assert independent reproduction.

### SRVP

PSNR: 16.93. Result ID: 698d59d38b517eb43320d613.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Implementation](<https://github.com/edouardelasalles/srvp>)

Recorded evaluation configuration: {"Evaluation Mode":"Stochastic"}. This record does not assert independent reproduction.

### SRVP-MLP

PSNR: 16.7. Result ID: 698d59d38b517eb43320d616.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Implementation](<https://github.com/edouardelasalles/srvp>)

Recorded evaluation configuration: {"Evaluation Mode":"Deterministic"}. This record does not assert independent reproduction.

### SRVP-MLP

PSNR: 16.55. Result ID: 698d59d38b517eb43320d615.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Implementation](<https://github.com/edouardelasalles/srvp>)

Recorded evaluation configuration: {"Evaluation Mode":"Stochastic"}. This record does not assert independent reproduction.

### SRVP-GRU

PSNR: 15.8. Result ID: 698d59d38b517eb43320d617.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Implementation](<https://github.com/edouardelasalles/srvp>)

Recorded evaluation configuration: {"Evaluation Mode":"Stochastic"}. This record does not assert independent reproduction.

### SRVP-w/o z

PSNR: 14.99. Result ID: 698d59d38b517eb43320d619.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Implementation](<https://github.com/edouardelasalles/srvp>)

Recorded evaluation configuration: {"Evaluation Mode":"Deterministic"}. This record does not assert independent reproduction.

### SVG

PSNR: 14.5. Result ID: 698d59d38b517eb43320d611.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72811e209131cea56da0.md>)

Recorded evaluation configuration: {"Evaluation Mode":"Stochastic"}. This record does not assert independent reproduction.

### SRVP-GRU

PSNR: 13.17. Result ID: 698d59d38b517eb43320d618.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Implementation](<https://github.com/edouardelasalles/srvp>)

Recorded evaluation configuration: {"Evaluation Mode":"Deterministic"}. This record does not assert independent reproduction.

### SVG

PSNR: 12.85. Result ID: 698d59d38b517eb43320d612.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72811e209131cea56da0.md>)

Recorded evaluation configuration: {"Evaluation Mode":"Deterministic"}. This record does not assert independent reproduction.

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