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SotA/Time Series/Video Prediction/KTH

Video Prediction on KTH

Metric: Pred (higher is better)

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#Model↕Pred▼Extra DataPaperDate↕Code
1Grid-keypoints40NoAccurate Grid Keypoint Learning for Efficient Vi...2021-07-28Code
2SAVP-VAE (from Grid-keypoints)40NoStochastic Adversarial Video Prediction2018-04-04Code
3SVG-LP (from Grid-keypoints)40NoStochastic Video Generation with a Learned Prior2018-02-21Code
4SAVP (from Grid-keypoints)40NoStochastic Adversarial Video Prediction2018-04-04Code
5SV2P time-invariant (from Grid-keypoints)40NoStochastic Variational Video Prediction2017-10-30Code
6SV2P time-invariant (from Grid-keypoints)40NoStochastic Variational Video Prediction2017-10-30Code
7Struct-VRNN (from Grid-keypoints)40NoUnsupervised Learning of Object Structure and Dy...2019-06-19Code
8LMC40NoVideo Prediction Recalling Long-term Motion Cont...2021-04-02Code
9SRVP30NoStochastic Latent Residual Video Prediction2020-02-21Code
10SLAMP30NoSLAMP: Stochastic Latent Appearance and Motion P...2021-08-05Code
11SAVP (from SRVP)30NoStochastic Adversarial Video Prediction2018-04-04Code
12SVG-LP (from SRVP)30NoStochastic Video Generation with a Learned Prior2018-02-21Code
13SV2P (from SRVP)30NoStochastic Variational Video Prediction2017-10-30Code
14WAM20NoExploring Spatial-Temporal Multi-Frequency Analy...2020-02-23Code
15E3d-LSTM20No--Code
16MSNET20NoMutual Suppression Network for Video Prediction ...2018-04-13-
17PredRNN++20NoPredRNN++: Towards A Resolution of the Deep-in-T...2018-04-17Code
18SAVP-VAE20NoStochastic Adversarial Video Prediction2018-04-04Code
19VarNet20No--Code
20PredRNN-V220NoPredRNN: A Recurrent Neural Network for Spatiote...2021-03-17Code
21Znet20No---
22Conv-TT-LSTM20NoConvolutional Tensor-Train LSTM for Spatio-tempo...2020-02-21Code
23MCnet + Residual20NoDecomposing Motion and Content for Natural Video...2017-06-25Code
24MCnet20NoDecomposing Motion and Content for Natural Video...2017-06-25Code
25DFN20NoDynamic Filter Networks2016-05-31Code
26TrajGRU20NoDeep Learning for Precipitation Nowcasting: A Be...2017-06-12Code
27fRNN20NoFolded Recurrent Neural Networks for Future Vide...2017-12-01Code
28VPN20NoVideo Pixel Networks2016-10-03Code
29ConvLSTM20NoConvolutional LSTM Network: A Machine Learning A...2015-06-13Code