Video Prediction on Moving MNIST

Metric: MAE (lower is better)

LeaderboardDataset

Loading chart...

Results

#	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