Video Prediction on KTH

Metric: Pred (higher is better)

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#	Model↕	Pred▼	Extra Data	Paper	Date↕	Code
1	Grid-keypoints	40	No	Accurate Grid Keypoint Learning for Efficient Vi...	2021-07-28	Code
2	SAVP-VAE (from Grid-keypoints)	40	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
3	SVG-LP (from Grid-keypoints)	40	No	Stochastic Video Generation with a Learned Prior	2018-02-21	Code
4	SAVP (from Grid-keypoints)	40	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
5	SV2P time-invariant (from Grid-keypoints)	40	No	Stochastic Variational Video Prediction	2017-10-30	Code
6	SV2P time-invariant (from Grid-keypoints)	40	No	Stochastic Variational Video Prediction	2017-10-30	Code
7	Struct-VRNN (from Grid-keypoints)	40	No	Unsupervised Learning of Object Structure and Dy...	2019-06-19	Code
8	LMC	40	No	Video Prediction Recalling Long-term Motion Cont...	2021-04-02	Code
9	SRVP	30	No	Stochastic Latent Residual Video Prediction	2020-02-21	Code
10	SLAMP	30	No	SLAMP: Stochastic Latent Appearance and Motion P...	2021-08-05	Code
11	SAVP (from SRVP)	30	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
12	SVG-LP (from SRVP)	30	No	Stochastic Video Generation with a Learned Prior	2018-02-21	Code
13	SV2P (from SRVP)	30	No	Stochastic Variational Video Prediction	2017-10-30	Code
14	WAM	20	No	Exploring Spatial-Temporal Multi-Frequency Analy...	2020-02-23	Code
15	E3d-LSTM	20	No	-	-	Code
16	MSNET	20	No	Mutual Suppression Network for Video Prediction ...	2018-04-13	-
17	PredRNN++	20	No	PredRNN++: Towards A Resolution of the Deep-in-T...	2018-04-17	Code
18	SAVP-VAE	20	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
19	VarNet	20	No	-	-	Code
20	PredRNN-V2	20	No	PredRNN: A Recurrent Neural Network for Spatiote...	2021-03-17	Code
21	Znet	20	No	-	-	-
22	Conv-TT-LSTM	20	No	Convolutional Tensor-Train LSTM for Spatio-tempo...	2020-02-21	Code
23	MCnet + Residual	20	No	Decomposing Motion and Content for Natural Video...	2017-06-25	Code
24	MCnet	20	No	Decomposing Motion and Content for Natural Video...	2017-06-25	Code
25	DFN	20	No	Dynamic Filter Networks	2016-05-31	Code
26	TrajGRU	20	No	Deep Learning for Precipitation Nowcasting: A Be...	2017-06-12	Code
27	fRNN	20	No	Folded Recurrent Neural Networks for Future Vide...	2017-12-01	Code
28	VPN	20	No	Video Pixel Networks	2016-10-03	Code
29	ConvLSTM	20	No	Convolutional LSTM Network: A Machine Learning A...	2015-06-13	Code

#1Grid-keypoints
40
Pred· 2021-07-28
Accurate Grid Keypoint Learning for Efficient Video Prediction Code
#2SAVP-VAE (from Grid-keypoints)
40
Pred· 2018-04-04
Stochastic Adversarial Video Prediction Code
#3SVG-LP (from Grid-keypoints)
40
Pred· 2018-02-21
Stochastic Video Generation with a Learned Prior Code
#4SAVP (from Grid-keypoints)
40
Pred· 2018-04-04
Stochastic Adversarial Video Prediction Code
#5SV2P time-invariant (from Grid-keypoints)SOTA
40
Pred· 2017-10-30
Stochastic Variational Video Prediction Code
#6SV2P time-invariant (from Grid-keypoints)
40
Pred· 2017-10-30
Stochastic Variational Video Prediction Code
#7Struct-VRNN (from Grid-keypoints)
40
Pred· 2019-06-19
Unsupervised Learning of Object Structure and Dynamics from Videos Code
#8LMC
40
Pred· 2021-04-02
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning Code
#9SRVP
30
Pred· 2020-02-21
Stochastic Latent Residual Video Prediction Code
#10SLAMP
30
Pred· 2021-08-05
SLAMP: Stochastic Latent Appearance and Motion Prediction Code
#11SAVP (from SRVP)
30
Pred· 2018-04-04
Stochastic Adversarial Video Prediction Code
#12SVG-LP (from SRVP)
30
Pred· 2018-02-21
Stochastic Video Generation with a Learned Prior Code
#13SV2P (from SRVP)
30
Pred· 2017-10-30
Stochastic Variational Video Prediction Code
#14WAM
20
Pred· 2020-02-23
Exploring Spatial-Temporal Multi-Frequency Analysis for High-Fidelity and Temporal-Consistency Video Prediction Code
#15E3d-LSTM
20
Pred
No paperCode
#16MSNET
20
Pred· 2018-04-13
Mutual Suppression Network for Video Prediction using Disentangled Features
#17PredRNN++
20
Pred· 2018-04-17
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning Code
#18SAVP-VAE
20
Pred· 2018-04-04
Stochastic Adversarial Video Prediction Code
#19VarNet
20
Pred
No paperCode
#20PredRNN-V2
20
Pred· 2021-03-17
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning Code
#21Znet
20
Pred
No paper
#22Conv-TT-LSTM
20
Pred· 2020-02-21
Convolutional Tensor-Train LSTM for Spatio-temporal Learning Code
#23MCnet + Residual
20
Pred· 2017-06-25
Decomposing Motion and Content for Natural Video Sequence Prediction Code
#24MCnet
20
Pred· 2017-06-25
Decomposing Motion and Content for Natural Video Sequence Prediction Code
#25DFN
20
Pred· 2016-05-31
Dynamic Filter Networks Code
#26TrajGRU
20
Pred· 2017-06-12
Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model Code
#27fRNN
20
Pred· 2017-12-01
Folded Recurrent Neural Networks for Future Video Prediction Code
#28VPN
20
Pred· 2016-10-03
Video Pixel Networks Code
#29ConvLSTMSOTA
20
Pred· 2015-06-13
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Code