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Models/MSPred

MSPred

Reported on 24 benchmarks across 2 tasks · 1 paper · 16 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision12 results

VideoonMoving MNIST
LPIPS· 2022-03-17
0.024
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonMoving MNIST
PSNR· 2022-03-17
26.82
best: 39.89 (PredFormer)
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonMoving MNIST
SSIM· 2022-03-17
0.975
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonKTH
LPIPS· 2022-03-17
0.029
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonKTH
MSE· 2022-03-17
23.18
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonKTH
SSIM· 2022-03-17
0.951
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonSynpickVP
LPIPS· 2022-03-17
0.033
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonSynpickVP
PSNR· 2022-03-17
27.89
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonMoving MNIST
MSE· 2022-03-17
34.44
best: 11.62 (PredFormer)
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonKTH
PSNR· 2022-03-17
27.81
best: 29.85 (WAM)
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonSynpickVP
MSE· 2022-03-17
53.09
best: 51.73 (PredRNN++)
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
VideoonSynpickVP
SSIM· 2022-03-17
0.881
best: 0.894 (PredRNN++)
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303

Time Series12 results

Video PredictiononMoving MNIST
LPIPS· 2022-03-17
0.024
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononMoving MNIST
PSNR· 2022-03-17
26.82
best: 39.89 (PredFormer)
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononMoving MNIST
SSIM· 2022-03-17
0.975
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononKTH
LPIPS· 2022-03-17
0.029
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononKTH
MSE· 2022-03-17
23.18
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononKTH
SSIM· 2022-03-17
0.951
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononSynpickVP
LPIPS· 2022-03-17
0.033
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononSynpickVP
PSNR· 2022-03-17
27.89
SOTA
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononMoving MNIST
MSE· 2022-03-17
34.44
best: 11.62 (PredFormer)
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononKTH
PSNR· 2022-03-17
27.81
best: 29.85 (WAM)
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononSynpickVP
MSE· 2022-03-17
53.09
best: 51.73 (PredRNN++)
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303
Video PredictiononSynpickVP
SSIM· 2022-03-17
0.881
best: 0.894 (PredRNN++)
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks arXiv:2203.09303