Video Prediction on KTH

Metric: LPIPS (lower is better)

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#	Model↕	LPIPS▲	Extra Data	Paper	Date↕	Code
1	MSPred	0.029	No	MSPred: Video Prediction at Multiple Spatio-Temp...	2022-03-17	Code
2	Grid-keypoints	0.092	No	Accurate Grid Keypoint Learning for Efficient Vi...	2021-07-28	Code
3	SAVP-VAE (from Grid-keypoints)	0.116	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
4	Struct-VRNN (from Grid-keypoints)	0.124	No	Unsupervised Learning of Object Structure and Dy...	2019-06-19	Code
5	SAVP (from Grid-keypoints)	0.126	No	Stochastic Adversarial Video Prediction	2018-04-04	Code
6	SVG-LP (from Grid-keypoints)	0.129	No	Stochastic Video Generation with a Learned Prior	2018-02-21	Code
7	PredRNN-V2	0.139	No	PredRNN: A Recurrent Neural Network for Spatiote...	2021-03-17	Code
8	Conv-TT-LSTM	0.196	No	Convolutional Tensor-Train LSTM for Spatio-tempo...	2020-02-21	Code
9	ConvLSTM	0.231	No	Convolutional LSTM Network: A Machine Learning A...	2015-06-13	Code
10	SV2P time-invariant (from Grid-keypoints)	0.232	No	Stochastic Variational Video Prediction	2017-10-30	Code
11	SV2P time-invariant (from Grid-keypoints)	0.26	No	Stochastic Variational Video Prediction	2017-10-30	Code
12	LMC	159.8	No	Video Prediction Recalling Long-term Motion Cont...	2021-04-02	Code

#1MSPredSOTA
0.029
LPIPS· 2022-03-17
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks Code
#2Grid-keypointsSOTA
0.092
LPIPS· 2021-07-28
Accurate Grid Keypoint Learning for Efficient Video Prediction Code
#3SAVP-VAE (from Grid-keypoints)SOTA
0.116
LPIPS· 2018-04-04
Stochastic Adversarial Video Prediction Code
#4Struct-VRNN (from Grid-keypoints)
0.124
LPIPS· 2019-06-19
Unsupervised Learning of Object Structure and Dynamics from Videos Code
#5SAVP (from Grid-keypoints)SOTA
0.126
LPIPS· 2018-04-04
Stochastic Adversarial Video Prediction Code
#6SVG-LP (from Grid-keypoints)SOTA
0.129
LPIPS· 2018-02-21
Stochastic Video Generation with a Learned Prior Code
#7PredRNN-V2
0.139
LPIPS· 2021-03-17
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning Code
#8Conv-TT-LSTM
0.196
LPIPS· 2020-02-21
Convolutional Tensor-Train LSTM for Spatio-temporal Learning Code
#9ConvLSTMSOTA
0.231
LPIPS· 2015-06-13
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Code
#10SV2P time-invariant (from Grid-keypoints)
0.232
LPIPS· 2017-10-30
Stochastic Variational Video Prediction Code
#11SV2P time-invariant (from Grid-keypoints)
0.26
LPIPS· 2017-10-30
Stochastic Variational Video Prediction Code
#12LMC
159.8
LPIPS· 2021-04-02
Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning Code