Video Prediction on Moving MNIST

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	MSPred	0.975	No	MSPred: Video Prediction at Multiple Spatio-Temp...	2022-03-17	Code
2	PredFormer	0.9742	No	Video Prediction Transformers without Recurrence...	2024-10-07	Code
3	SimVP+gSTA-Sx10	0.967	No	SimVPv2: Towards Simple yet Powerful Spatiotempo...	2022-11-22	Code
4	MogaNet (SimVP 10x)	0.9661	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
5	IAM4VPx5	0.966	No	Implicit Stacked Autoregressive Model for Video ...	2023-03-14	Code
6	VAN (SimVP 10x)	0.9646	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
7	HorNet (SimVP 10x)	0.9624	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
8	SwinLSTM	0.962	No	-	-	Code
9	ConvNeXt (SimVP 10x)	0.9617	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
10	GMG	0.9586	No	GMG: A Video Prediction Method Based on Global F...	2025-03-14	Code
11	TAU	0.957	No	Temporal Attention Unit: Towards Efficient Spati...	2022-06-24	Code
12	ViT (SimVP 10x)	0.9539	No	MogaNet: Multi-order Gated Aggregation Network	2022-11-07	Code
13	CrevNet+ST-LSTM	0.949	No	-	-	Code
14	SimVP	0.948	No	SimVP: Simpler yet Better Video Prediction	2022-06-09	Code
15	PhyDNet	0.947	No	Disentangling Physical Dynamics from Unknown Fac...	2020-03-03	Code
16	MAU	0.937	No	-	-	Code
17	CrevNet+ConvLSTM	0.928	No	-	-	Code
18	LMC	0.924	No	Video Prediction Recalling Long-term Motion Cont...	2021-04-02	Code
19	SA-ConvLSTM	0.913	No	-	-	Code
20	E3D-LSTM	0.91	No	-	-	Code
21	MIM*	0.91	No	Memory In Memory: A Predictive Neural Network fo...	2018-11-19	Code
22	Causal LSTM	0.898	No	PredRNN++: Towards A Resolution of the Deep-in-T...	2018-04-17	Code
23	PredRNN-V2	0.891	No	PredRNN: A Recurrent Neural Network for Spatiote...	2021-03-17	Code
24	MIM	0.874	No	Memory In Memory: A Predictive Neural Network fo...	2018-11-19	Code
25	PredRNN	0.867	No	-	-	Code
26	ConvLSTM	0.707	No	Convolutional LSTM Network: A Machine Learning A...	2015-06-13	Code