# Video Prediction on KTH (PSNR, SSIM, LPIPS)

Source: [Video Prediction on KTH (PSNR, SSIM, LPIPS)](<https://www.sota2.com/research/sota/video-prediction-on-kth-psnr-ssim-lpips>)

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

Data updated: 2026-02-26T05:56:24.724Z

Evaluation of video prediction performance on the KTH dataset using PSNR, SSIM, and LPIPS metrics.

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) | KTH |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 35 of 35 |
| 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-kth-psnr-ssim-lpips.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/video-prediction-on-kth-psnr-ssim-lpips.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/video-prediction-on-kth-psnr-ssim-lpips.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/video-prediction-on-kth-psnr-ssim-lpips.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| TrajGRU | 30.02 | Not recorded | 68fa6dd91e209131cea3c64c |
| ConvLSTM | 29.93 | Not recorded | 68fa6dd91e209131cea3c64c |
| SRVP | 29.69 | Not recorded | 68fa68121e209131cea19fcd |
| SRVP | 29.69 | Not recorded | 68fa6a7e1e209131cea289ef |
| PredRNN++ | 29.51 | Not recorded | 68fa6dd91e209131cea3c64c |
| SRVP | 29.43 | Not recorded | 68fa68121e209131cea19fcd |
| SLAMP | 29.39 | Not recorded | 68fa6a7e1e209131cea289ef |
| SLAMP-Baseline | 29.2 | Not recorded | 68fa6a7e1e209131cea289ef |
| SRVP | 29.14 | Not recorded | 68fa68121e209131cea19fcd |
| MSPred (ours) | 28.93 | Not recorded | 68fa6dd91e209131cea3c64c |
| SRVP | 28.91 | Not recorded | 68fa68121e209131cea19fcd |
| MSPred NoSup | 28.65 | Not recorded | 68fa6dd91e209131cea3c64c |
| SV2P | 28.19 | Not recorded | 68fa68121e209131cea19fcd |
| SV2P | 28.19 | Not recorded | 68fa6a7e1e209131cea289ef |
| PredRNN++ | 28.13 | Not recorded | 68fa78a01e209131cea7971c |
| SVG | 28.06 | Not recorded | 68fa68121e209131cea19fcd |
| SVG | 28.06 | Not recorded | 68fa6a7e1e209131cea289ef |
| PhyDNet | 28.01 | Not recorded | 68fa6dd91e209131cea3c64c |
| PredRNN.V2 | 28.01 | Not recorded | 68fa78a01e209131cea7971c |
| PredRNN | 27.95 | Not recorded | 68fa78a01e209131cea7971c |
| MIM | 27.78 | Not recorded | 68fa78a01e209131cea7971c |
| SVG-LP | 27.6 | Not recorded | 68fa6dd91e209131cea3c64c |
| SimVP (w/o VQ) | 27.46 | Not recorded | 68fa78a01e209131cea7971c |
| SimVP+SVQ | 27.37 | Not recorded | 68fa78a01e209131cea7971c |
| SimVP+SVQ | 27.28 | Not recorded | 68fa78a01e209131cea7971c |
| TAU | 27.1 | Not recorded | 68fa78a01e209131cea7971c |
| ConvLSTM | 26.99 | Not recorded | 68fa78a01e209131cea7971c |
| MAU | 26.73 | Not recorded | 68fa78a01e209131cea7971c |
| DMVFN | 26.65 | Not recorded | 68fa78a01e209131cea7971c |
| SVG-Det | 26.64 | Not recorded | 68fa6dd91e209131cea3c64c |
| SAVP | 26.51 | Not recorded | 68fa68121e209131cea19fcd |
| SAVP | 26.51 | Not recorded | 68fa6a7e1e209131cea289ef |
| PhyDNet | 23.41 | Not recorded | 68fa78a01e209131cea7971c |
| PredNet | 22.45 | Not recorded | 68fa78a01e209131cea7971c |
| E3D-LSTM | 21.78 | Not recorded | 68fa78a01e209131cea7971c |

### TrajGRU

PSNR: 30.02. Result ID: 698fdf8c3a6c314849fc78e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ba1e209131cea006df.md>)

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

### ConvLSTM

PSNR: 29.93. Result ID: 698fdf8c3a6c314849fc78e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62181e209131ce9f78df.md>)

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

### SRVP

PSNR: 29.69. Result ID: 698d59d38b517eb43320d61d.

[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: Not recorded. This record does not assert independent reproduction.

### SRVP

PSNR: 29.69. Result ID: 698e3c7effc3901de09be582.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289ef.md>)

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

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

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

### PredRNN++

PSNR: 29.51. Result ID: 698fdf8c3a6c314849fc78e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c401e209131cea33039.md>)

[Implementation](<https://github.com/thuml/predrnn-pytorch>)

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

### SRVP

PSNR: 29.43. Result ID: 698d59d38b517eb43320d61e.

[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: {"variant":"Δt/2"}. This record does not assert independent reproduction.

### SLAMP

PSNR: 29.39. Result ID: 698e3c7effc3901de09be584.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289ef.md>)

[Implementation](<https://kuis-ai.github.io/slamp>)

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

### SLAMP-Baseline

PSNR: 29.2. Result ID: 698e3c7effc3901de09be583.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289ef.md>)

[Implementation](<https://kuis-ai.github.io/slamp>)

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

### SRVP

PSNR: 29.14. Result ID: 698d59d38b517eb43320d620.

[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: {"architecture":"GRU"}. This record does not assert independent reproduction.

### MSPred (ours)

PSNR: 28.93. Result ID: 698fdf8c3a6c314849fc78eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

[Implementation](<https://github.com/AIS-Bonn/MSPred>)

Recorded evaluation configuration: {"supervision":"hierarchical"}. This record does not assert independent reproduction.

### SRVP

PSNR: 28.91. Result ID: 698d59d38b517eb43320d61f.

[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: {"architecture":"MLP"}. This record does not assert independent reproduction.

### MSPred NoSup

PSNR: 28.65. Result ID: 698fdf8c3a6c314849fc78ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

[Implementation](<https://github.com/AIS-Bonn/MSPred>)

Recorded evaluation configuration: {"supervision":"none"}. This record does not assert independent reproduction.

### SV2P

PSNR: 28.19. Result ID: 698d59d38b517eb43320d61a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e93.md>)

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

### SV2P

PSNR: 28.19. Result ID: 698e3c7effc3901de09be57f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64261e209131cea02e93.md>)

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

### PredRNN++

PSNR: 28.13. Result ID: 6995968d3badfaffe691780e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65121e209131cea07f97.md>)

[Implementation](<https://github.com/Yunbo426/predrnn-pp>)

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

### SVG

PSNR: 28.06. Result ID: 698d59d38b517eb43320d61c.

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

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

Recorded evaluation configuration: {"prior":"fixed prior version"}. This record does not assert independent reproduction.

### SVG

PSNR: 28.06. Result ID: 698e3c7effc3901de09be581.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289ef.md>)

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

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

### PhyDNet

PSNR: 28.01. Result ID: 698fdf8c3a6c314849fc78e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14bff.md>)

[Implementation](<https://github.com/vincent-leguen/PhyDNet>)

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

### PredRNN.V2

PSNR: 28.01. Result ID: 6995968d3badfaffe691780f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c401e209131cea33039.md>)

[Implementation](<https://github.com/thuml/predrnn-pytorch>)

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

### PredRNN

PSNR: 27.95. Result ID: 6995968d3badfaffe691780d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

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

### MIM

PSNR: 27.78. Result ID: 6995968d3badfaffe691780c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ab1e209131cea0bd12.md>)

[Implementation](<https://github.com/Yunbo426/MIM>)

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

### SVG-LP

PSNR: 27.6. Result ID: 698fdf8c3a6c314849fc78e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

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

Recorded evaluation configuration: {"type":"Learned Prior"}. This record does not assert independent reproduction.

### SimVP (w/o VQ)

PSNR: 27.46. Result ID: 6995968d3badfaffe6917812.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76221e209131cea6b65c.md>)

[Implementation](<https://www.sota2.com/github.com/chengtan9907/SimVPv2>)

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

### SimVP+SVQ

PSNR: 27.37. Result ID: 6995968d3badfaffe6917814.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Implementation](<https://anonymous.4open.science/r/SVQ-Forecasting>)

Recorded evaluation configuration: {"codebook":"learnable"}. This record does not assert independent reproduction.

### SimVP+SVQ

PSNR: 27.28. Result ID: 6995968d3badfaffe6917813.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Implementation](<https://anonymous.4open.science/r/SVQ-Forecasting>)

Recorded evaluation configuration: {"codebook":"frozen"}. This record does not assert independent reproduction.

### TAU

PSNR: 27.1. Result ID: 6995968d3badfaffe6917810.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f041e209131cea4344c.md>)

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

### ConvLSTM

PSNR: 26.99. Result ID: 6995968d3badfaffe6917807.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62181e209131ce9f78df.md>)

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

### MAU

PSNR: 26.73. Result ID: 6995968d3badfaffe691780b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

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

### DMVFN

PSNR: 26.65. Result ID: 6995968d3badfaffe6917811.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b6d.md>)

[Implementation](<https://huxiaotaostasy.github.io/DMVFN/>)

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

### SVG-Det

PSNR: 26.64. Result ID: 698fdf8c3a6c314849fc78e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dd91e209131cea3c64c.md>)

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

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

### SAVP

PSNR: 26.51. Result ID: 698d59d38b517eb43320d61b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa642d1e209131cea0326e.md>)

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

### SAVP

PSNR: 26.51. Result ID: 698e3c7effc3901de09be580.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea289ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642d1e209131cea0326e.md>)

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

### PhyDNet

PSNR: 23.41. Result ID: 6995968d3badfaffe691780a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14bff.md>)

[Implementation](<https://github.com/vincent-leguen/PhyDNet>)

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

### PredNet

PSNR: 22.45. Result ID: 6995968d3badfaffe6917809.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ed21e209131ce9e57e8.md>)

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

### E3D-LSTM

PSNR: 21.78. Result ID: 6995968d3badfaffe6917808.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78a01e209131cea7971c.md>)

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

Page 1 of 1. This is an index page, not the full collection.