Video Prediction On Moving Mnist

Metrics

MAE

MSE

SSIM

Results

Performance results of various models on this benchmark

				Paper Title	Repository
ConvLSTM	182.9	103.3	0.707	Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting
PredRNN	126.1	56.8	0.867	PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs	-
MIM	116.5	52.0	0.874	Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics
PredRNN-V2	-	48.4	0.891	PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning
Causal LSTM	106.8	46.5	0.898	PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning
MIM*	101.1	44.2	0.910	Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics
SA-ConvLSTM	94.7	43.9	0.913	Self-Attention ConvLSTM for Spatiotemporal Prediction	-
LMC	-	41.5	0.924	Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning
E3D-LSTM	86.4	41.3	0.910	Eidetic 3D LSTM: A Model for Video Prediction and Beyond	-
CrevNet+ConvLSTM	-	38.5	0.928	Efficient and Information-Preserving Future Frame Prediction and Beyond	-
MSPred	-	34.44	0.975	MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks
MAU	-	27.6	0.937	MAU: A Motion-Aware Unit for Video Prediction and Beyond	-
PhyDNet	70.3	24.4	0.947	Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction
SimVP	-	23.8	0.948	SimVP: Simpler yet Better Video Prediction
CrevNet+ST-LSTM	-	22.3	0.949	Efficient and Information-Preserving Future Frame Prediction and Beyond	-
ConvMixer (SimVP 10x)	67.37	22.3	-	MogaNet: Multi-order Gated Aggregation Network
Poolformer (SimVP 10x)	64.31	20.96	-	MogaNet: Multi-order Gated Aggregation Network
TAU	60.3	19.8	0.957	Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning
ViT (SimVP 10x)	61.65	19.74	0.9539	MogaNet: Multi-order Gated Aggregation Network
Swin (SimVP 10x)	59.84	19.11	-	MogaNet: Multi-order Gated Aggregation Network

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Video Prediction On Moving Mnist

Metrics

Results