Video on Moving MNIST

Metric: MAE (lower is better)

LeaderboardDataset

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Results

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	PredFormer	41.96	No	Video Prediction Transformers without Recurrence...	2024-10-07	Code
2	IAM4VPx5	49.2	No	Implicit Stacked Autoregressive Model for Video ...	2023-03-14	Code
3	SimVP+gSTA-Sx10	49.8	No	SimVPv2: Towards Simple yet Powerful Spatiotempo...	2022-11-22	Code
4	MogaNet (SimVP 10x)	51.84	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
5	VAN (SimVP 10x)	53.57	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
6	HorNet (SimVP 10x)	55.7	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
7	ConvNeXt (SimVP 10x)	55.76	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
8	Uniformer (SimVP 10x)	57.52	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
9	Swin (SimVP 10x)	59.84	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
10	MLP-Mixer (SimVP 10x)	59.86	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
11	TAU	60.3	No	Temporal Attention Unit: Towards Efficient Spati...	2022-06-24	Code
12	GMG	60.7413	No	GMG: A Video Prediction Method Based on Global F...	2025-03-14	Code
13	ViT (SimVP 10x)	61.65	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
14	Poolformer (SimVP 10x)	64.31	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
15	ConvMixer (SimVP 10x)	67.37	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
16	PhyDNet	70.3	No	Disentangling Physical Dynamics from Unknown Fac...	2020-03-03	Code
17	E3D-LSTM	86.4	No	-	-	Code
18	SA-ConvLSTM	94.7	No	-	-	Code
19	MIM*	101.1	No	Memory In Memory: A Predictive Neural Network fo...	2018-11-19	Code
20	Causal LSTM	106.8	No	PredRNN++: Towards A Resolution of the Deep-in-T...	2018-04-17	Code
21	MIM	116.5	No	Memory In Memory: A Predictive Neural Network fo...	2018-11-19	Code
22	PredRNN	126.1	No	-	-	Code
23	ConvLSTM	182.9	No	Convolutional LSTM Network: A Machine Learning A...	2015-06-13	Code

#1PredFormerSOTA
41.96
MAE· 2024-10-07
Video Prediction Transformers without Recurrence or Convolution Code
#2IAM4VPx5SOTA
49.2
MAE· 2023-03-14
Implicit Stacked Autoregressive Model for Video Prediction Code
#3SimVP+gSTA-Sx10SOTA
49.8
MAE· 2022-11-22
SimVPv2: Towards Simple yet Powerful Spatiotemporal Predictive Learning Code
#4MogaNet (SimVP 10x)SOTA
51.84
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#5VAN (SimVP 10x)SOTA
53.57
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#6HorNet (SimVP 10x)SOTA
55.7
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#7ConvNeXt (SimVP 10x)SOTA
55.76
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#8Uniformer (SimVP 10x)SOTA
57.52
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#9Swin (SimVP 10x)SOTA
59.84
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#10MLP-Mixer (SimVP 10x)SOTA
59.86
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#11TAUSOTA
60.3
MAE· 2022-06-24
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning Code
#12GMG
60.7413
MAE· 2025-03-14
GMG: A Video Prediction Method Based on Global Focus and Motion Guided Code
#13ViT (SimVP 10x)
61.65
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#14Poolformer (SimVP 10x)
64.31
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#15ConvMixer (SimVP 10x)
67.37
MAE· 2022-11-07
MogaNet: Multi-order Gated Aggregation Network Code
#16PhyDNetSOTA
70.3
MAE· 2020-03-03
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Code
#17E3D-LSTM
86.4
MAE
No paperCode
#18SA-ConvLSTM
94.7
MAE
No paperCode
#19MIM*SOTA
101.1
MAE· 2018-11-19
Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics Code
#20Causal LSTMSOTA
106.8
MAE· 2018-04-17
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning Code
#21MIM
116.5
MAE· 2018-11-19
Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics Code
#22PredRNN
126.1
MAE
No paperCode
#23ConvLSTMSOTA
182.9
MAE· 2015-06-13
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Code