Video Prediction on KTH

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

#	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