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ResearchFormerly WizWand

Video Prediction on KTH (test)

72.3FVDSTMFANet
49.752201.951354.15506.349Feb 21, 2020May 19, 2020Aug 16, 2020Nov 12, 2020Feb 9, 2021May 8, 2021Aug 5, 2021
Updated 8mo ago

Evaluation results

MethodLinks
STMFANet2020.0272.3—————
SAVP2020.0278—————
SV2P2020.02136.8—————
Grid keypoint#param=2.0M2021.07144.283.727.110.092——
SAVP-VAE#param=7.3M2021.07145.780.6260.116——
SVG-LP#param=22.8M2021.07157.98023.910.129——
SAVP#param=17.6M2021.07183.769.923.790.126——
SVG-FP2020.02208.4—————
SV2P time-variant#param=8.3M2021.07209.578.225.870.232——
SRVPvariant=default2020.02222—————
SRVP2021.08222—————
SLAMP2021.08228—————
SLAMP-Baseline2021.08236—————
SRVPvariant=GRU2020.02240—————
SRVPvariant=Delta t2020.02244—————
SV2P time-invariant#param=8.3M2021.07253.577.225.70.26——
SRVPvariant=MLP2020.02255—————
SAVP2020.02374—————
SAVP2021.08374—————
SVG2020.02377—————
SVG2021.08377—————
Struct-VRNN#param=2.3M2021.0739576.624.290.124——
SV2P2020.02636—————
SV2P2021.08636—————
ARKMParameters (M)=3.82024.05—91.73——39.27370.56
ARKM (w/o H1)Parameters (M)=3.82024.05—90.88——40.02376.25
ConvLSTMParameters (M)=15.02024.05—89.77——47.65445.5
CrevNetParameters (M)=5.02024.05—88.15——61.32503.15
DMVFNParameters (M)=3.52024.05—89.76——59.61413.2
E3D-LSTMParameters (M)=51.02024.05—81.53——136.4892.7
MAUParameters (M)=4.52024.05—89.45——51.02471.2
PhyDNet2022.04—72.9723.68———
PhyDNetParameters (M)=3.12024.05—83.22——91.12765.6
PredRNN2022.04—70.4723.27———
PredRNNParameters (M)=38.62024.05—90.97——41.07380.6
PredRNN + LwFcontinual_learning=LwF2022.04—70.9324.25———
SimVPParameters (M)=58.02024.05—90.65——41.11397.1
SwinLSTMParameters (M)=20.12024.05—90.3——45.23437.51