Video Prediction on KTH

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	MSPred	0.951	No	MSPred: Video Prediction at Multiple Spatio-Temp...	2022-03-17	Code
2	WAM	0.893	No	Exploring Spatial-Temporal Multi-Frequency Analy...	2020-02-23	Code
3	E3d-LSTM	0.879	No	-	-	Code
4	LMC	0.879	No	Video Prediction Recalling Long-term Motion Cont...	2021-04-02	Code
5	MSNET	0.876	No	Mutual Suppression Network for Video Prediction ...	2018-04-13	-
6	PredRNN++	0.865	No	PredRNN++: Towards A Resolution of the Deep-in-T...	2018-04-17	Code
7	SAVP-VAE	0.852	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
8	VarNet	0.843	No	-	-	Code
9	PredRNN-V2	0.839	No	PredRNN: A Recurrent Neural Network for Spatiote...	2021-03-17	Code
10	SV2P (from SRVP)	0.838	No	Stochastic Variational Video Prediction	2017-10-30	Code
11	Grid-keypoints	0.837	No	Accurate Grid Keypoint Learning for Efficient Vi...	2021-07-28	Code
12	Znet	0.817	No	-	-	-
13	Conv-TT-LSTM	0.815	No	Convolutional Tensor-Train LSTM for Spatio-tempo...	2020-02-21	Code
14	SAVP-VAE (from Grid-keypoints)	0.806	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
15	MCnet + Residual	0.806	No	Decomposing Motion and Content for Natural Video...	2017-06-25	Code
16	MCnet	0.804	No	Decomposing Motion and Content for Natural Video...	2017-06-25	Code
17	SVG-LP (from Grid-keypoints)	0.8	No	Stochastic Video Generation with a Learned Prior	2018-02-21	Code
18	DFN	0.794	No	Dynamic Filter Networks	2016-05-31	Code
19	TrajGRU	0.79	No	Deep Learning for Precipitation Nowcasting: A Be...	2017-06-12	Code
20	SV2P time-invariant (from Grid-keypoints)	0.782	No	Stochastic Variational Video Prediction	2017-10-30	Code
21	SV2P time-invariant (from Grid-keypoints)	0.772	No	Stochastic Variational Video Prediction	2017-10-30	Code
22	fRNN	0.771	No	Folded Recurrent Neural Networks for Future Vide...	2017-12-01	Code
23	Struct-VRNN (from Grid-keypoints)	0.766	No	Unsupervised Learning of Object Structure and Dy...	2019-06-19	Code
24	VPN	0.746	No	Video Pixel Networks	2016-10-03	Code
25	ConvLSTM	0.712	No	Convolutional LSTM Network: A Machine Learning A...	2015-06-13	Code
26	SAVP (from Grid-keypoints)	0.699	No	Stochastic Adversarial Video Prediction	2018-04-04	Code

#1MSPredSOTA
0.951
SSIM· 2022-03-17
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks Code
#2WAMSOTA
0.893
SSIM· 2020-02-23
Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction Code
#3E3d-LSTM
0.879
SSIM
No paperCode
#4LMC
0.879
SSIM· 2021-04-02
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning Code
#5MSNETSOTA
0.876
SSIM· 2018-04-13
Mutual Suppression Network for Video Prediction using Disentangled Features
#6PredRNN++
0.865
SSIM· 2018-04-17
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning Code
#7SAVP-VAESOTA
0.852
SSIM· 2018-04-04
Stochastic Adversarial Video Prediction Code
#8VarNet
0.843
SSIM
No paperCode
#9PredRNN-V2
0.839
SSIM· 2021-03-17
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning Code
#10SV2P (from SRVP)SOTA
0.838
SSIM· 2017-10-30
Stochastic Variational Video Prediction Code
#11Grid-keypoints
0.837
SSIM· 2021-07-28
Accurate Grid Keypoint Learning for Efficient Video Prediction Code
#12Znet
0.817
SSIM
No paper
#13Conv-TT-LSTM
0.815
SSIM· 2020-02-21
Convolutional Tensor-Train LSTM for Spatio-temporal Learning Code
#14SAVP-VAE (from Grid-keypoints)
0.806
SSIM· 2018-04-04
Stochastic Adversarial Video Prediction Code
#15MCnet + ResidualSOTA
0.806
SSIM· 2017-06-25
Decomposing Motion and Content for Natural Video Sequence Prediction Code
#16MCnet
0.804
SSIM· 2017-06-25
Decomposing Motion and Content for Natural Video Sequence Prediction Code
#17SVG-LP (from Grid-keypoints)
0.8
SSIM· 2018-02-21
Stochastic Video Generation with a Learned Prior Code
#18DFNSOTA
0.794
SSIM· 2016-05-31
Dynamic Filter Networks Code
#19TrajGRU
0.79
SSIM· 2017-06-12
Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model Code
#20SV2P time-invariant (from Grid-keypoints)
0.782
SSIM· 2017-10-30
Stochastic Variational Video Prediction Code
#21SV2P time-invariant (from Grid-keypoints)
0.772
SSIM· 2017-10-30
Stochastic Variational Video Prediction Code
#22fRNN
0.771
SSIM· 2017-12-01
Folded Recurrent Neural Networks for Future Video Prediction Code
#23Struct-VRNN (from Grid-keypoints)
0.766
SSIM· 2019-06-19
Unsupervised Learning of Object Structure and Dynamics from Videos Code
#24VPN
0.746
SSIM· 2016-10-03
Video Pixel Networks Code
#25ConvLSTMSOTA
0.712
SSIM· 2015-06-13
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Code
#26SAVP (from Grid-keypoints)
0.699
SSIM· 2018-04-04
Stochastic Adversarial Video Prediction Code