Video Prediction On Moving Mnist

评估指标

MAE
MSE
SSIM

评测结果

各个模型在此基准测试上的表现结果

Paper TitleRepository
ConvLSTM182.9103.30.707Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting
PredRNN126.156.80.867PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs-
MIM116.552.00.874Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics
PredRNN-V2-48.40.891PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning
Causal LSTM106.846.50.898PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning
MIM*101.144.20.910Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics
SA-ConvLSTM94.743.90.913Self-Attention ConvLSTM for Spatiotemporal Prediction-
LMC-41.50.924Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning
E3D-LSTM86.441.30.910Eidetic 3D LSTM: A Model for Video Prediction and Beyond-
CrevNet+ConvLSTM-38.50.928Efficient and Information-Preserving Future Frame Prediction and Beyond-
MSPred-34.440.975MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks
MAU-27.60.937MAU: A Motion-Aware Unit for Video Prediction and Beyond-
PhyDNet70.324.40.947Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction
SimVP-23.80.948SimVP: Simpler yet Better Video Prediction
CrevNet+ST-LSTM-22.30.949Efficient and Information-Preserving Future Frame Prediction and Beyond-
ConvMixer (SimVP 10x)67.3722.3-MogaNet: Multi-order Gated Aggregation Network
Poolformer (SimVP 10x)64.3120.96-MogaNet: Multi-order Gated Aggregation Network
TAU60.319.80.957Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning
ViT (SimVP 10x)61.6519.740.9539MogaNet: Multi-order Gated Aggregation Network
Swin (SimVP 10x)59.8419.11-MogaNet: Multi-order Gated Aggregation Network
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Video Prediction On Moving Mnist | SOTA | HyperAI超神经