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