Video on KTH

Metric: PSNR (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	WAM	29.85	No	Exploring Spatial-Temporal Multi-Frequency Analy...	2020-02-23	Code
2	E3d-LSTM	29.31	No	-	-	Code
3	VarNet	28.48	No	-	-	Code
4	PredRNN++	28.47	No	PredRNN++: Towards A Resolution of the Deep-in-T...	2018-04-17	Code
5	PredRNN-V2	28.37	No	PredRNN: A Recurrent Neural Network for Spatiote...	2021-03-17	Code
6	MSPred	27.81	No	MSPred: Video Prediction at Multiple Spatio-Temp...	2022-03-17	Code
7	SAVP-VAE	27.77	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
8	Conv-TT-LSTM	27.62	No	Convolutional Tensor-Train LSTM for Spatio-tempo...	2020-02-21	Code
9	Znet	27.58	No	-	-	-
10	LMC	27.5	No	Video Prediction Recalling Long-term Motion Cont...	2021-04-02	Code
11	DFN	27.26	No	Dynamic Filter Networks	2016-05-31	Code
12	Grid-keypoints	27.11	No	Accurate Grid Keypoint Learning for Efficient Vi...	2021-07-28	Code
13	MSNET	27.08	No	Mutual Suppression Network for Video Prediction ...	2018-04-13	-
14	TrajGRU	26.97	No	Deep Learning for Precipitation Nowcasting: A Be...	2017-06-12	Code
15	MCnet + Residual	26.29	No	Decomposing Motion and Content for Natural Video...	2017-06-25	Code
16	fRNN	26.12	No	Folded Recurrent Neural Networks for Future Vide...	2017-12-01	Code
17	SAVP-VAE (from Grid-keypoints)	26	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
18	MCnet	25.95	No	Decomposing Motion and Content for Natural Video...	2017-06-25	Code
19	SV2P time-invariant (from Grid-keypoints)	25.87	No	Stochastic Variational Video Prediction	2017-10-30	Code
20	SV2P time-invariant (from Grid-keypoints)	25.7	No	Stochastic Variational Video Prediction	2017-10-30	Code
21	Struct-VRNN (from Grid-keypoints)	24.29	No	Unsupervised Learning of Object Structure and Dy...	2019-06-19	Code
22	SVG-LP (from Grid-keypoints)	23.91	No	Stochastic Video Generation with a Learned Prior	2018-02-21	Code
23	SAVP (from Grid-keypoints)	23.79	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
24	VPN	23.76	No	Video Pixel Networks	2016-10-03	Code
25	ConvLSTM	23.58	No	Convolutional LSTM Network: A Machine Learning A...	2015-06-13	Code

#1WAMSOTA
29.85
PSNR· 2020-02-23
Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction Code
#2E3d-LSTM
29.31
PSNR
No paperCode
#3VarNet
28.48
PSNR
No paperCode
#4PredRNN++SOTA
28.47
PSNR· 2018-04-17
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning Code
#5PredRNN-V2
28.37
PSNR· 2021-03-17
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning Code
#6MSPred
27.81
PSNR· 2022-03-17
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks Code
#7SAVP-VAESOTA
27.77
PSNR· 2018-04-04
Stochastic Adversarial Video Prediction Code
#8Conv-TT-LSTM
27.62
PSNR· 2020-02-21
Convolutional Tensor-Train LSTM for Spatio-temporal Learning Code
#9Znet
27.58
PSNR
No paper
#10LMC
27.5
PSNR· 2021-04-02
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning Code
#11DFNSOTA
27.26
PSNR· 2016-05-31
Dynamic Filter Networks Code
#12Grid-keypoints
27.11
PSNR· 2021-07-28
Accurate Grid Keypoint Learning for Efficient Video Prediction Code
#13MSNET
27.08
PSNR· 2018-04-13
Mutual Suppression Network for Video Prediction using Disentangled Features
#14TrajGRU
26.97
PSNR· 2017-06-12
Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model Code
#15MCnet + Residual
26.29
PSNR· 2017-06-25
Decomposing Motion and Content for Natural Video Sequence Prediction Code
#16fRNN
26.12
PSNR· 2017-12-01
Folded Recurrent Neural Networks for Future Video Prediction Code
#17SAVP-VAE (from Grid-keypoints)
26
PSNR· 2018-04-04
Stochastic Adversarial Video Prediction Code
#18MCnet
25.95
PSNR· 2017-06-25
Decomposing Motion and Content for Natural Video Sequence Prediction Code
#19SV2P time-invariant (from Grid-keypoints)
25.87
PSNR· 2017-10-30
Stochastic Variational Video Prediction Code
#20SV2P time-invariant (from Grid-keypoints)
25.7
PSNR· 2017-10-30
Stochastic Variational Video Prediction Code
#21Struct-VRNN (from Grid-keypoints)
24.29
PSNR· 2019-06-19
Unsupervised Learning of Object Structure and Dynamics from Videos Code
#22SVG-LP (from Grid-keypoints)
23.91
PSNR· 2018-02-21
Stochastic Video Generation with a Learned Prior Code
#23SAVP (from Grid-keypoints)
23.79
PSNR· 2018-04-04
Stochastic Adversarial Video Prediction Code
#24VPN
23.76
PSNR· 2016-10-03
Video Pixel Networks Code
#25ConvLSTMSOTA
23.58
PSNR· 2015-06-13
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Code