ML Research Wiki / Benchmarks / Video Prediction / Moving MNIST

Moving MNIST

Video Prediction Benchmark

Performance Over Time

📊 Showing 24 results | 📏 Metric: MSE

Top Performing Models

Rank Model Paper MSE Date Code
1 PredFormer Video Prediction Transformers without Recurrence or Convolution 11.62 2024-10-07 📦 yyyujintang/predformer
2 SimVP+gSTA-Sx10 SimVPv2: Towards Simple yet Powerful Spatiotemporal Predictive Learning 15.05 2022-11-22 📦 chengtan9907/OpenSTL 📦 chengtan9907/simvpv2
3 IAM4VPx5 Implicit Stacked Autoregressive Model for Video Prediction 15.30 2023-03-14 📦 seominseok0429/Implicit-Stacked-Autoregressive-Model-for-Video-Prediction
4 MogaNet (SimVP 10x) MogaNet: Multi-order Gated Aggregation Network 15.67 2022-11-07 📦 chengtan9907/OpenSTL 📦 chengtan9907/simvpv2 📦 Westlake-AI/openmixup
5 VAN (SimVP 10x) MogaNet: Multi-order Gated Aggregation Network 16.21 2022-11-07 📦 chengtan9907/OpenSTL 📦 chengtan9907/simvpv2 📦 Westlake-AI/openmixup
6 HorNet (SimVP 10x) MogaNet: Multi-order Gated Aggregation Network 17.40 2022-11-07 📦 chengtan9907/OpenSTL 📦 chengtan9907/simvpv2 📦 Westlake-AI/openmixup
7 ConvNeXt (SimVP 10x) MogaNet: Multi-order Gated Aggregation Network 17.58 2022-11-07 📦 chengtan9907/OpenSTL 📦 chengtan9907/simvpv2 📦 Westlake-AI/openmixup
8 Uniformer (SimVP 10x) MogaNet: Multi-order Gated Aggregation Network 18.01 2022-11-07 📦 chengtan9907/OpenSTL 📦 chengtan9907/simvpv2 📦 Westlake-AI/openmixup
9 MLP-Mixer (SimVP 10x) MogaNet: Multi-order Gated Aggregation Network 18.85 2022-11-07 📦 chengtan9907/OpenSTL 📦 chengtan9907/simvpv2 📦 Westlake-AI/openmixup
10 GMG GMG: A Video Prediction Method Based on Global Focus and Motion Guided 19.07 2025-03-14 📦 duyhlzu/GMG

All Papers (24)