ML Research Wiki / Benchmarks / Traffic Prediction / PeMS07

PeMS07

Traffic Prediction Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: MAE@1h

Top Performing Models

Rank Model Paper MAE@1h Date Code
1 STGCN Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting 25.38 2017-09-14 📦 VeritasYin/STGCN_IJCAI-18 📦 hazdzz/STGCN 📦 Aguin/STGCN-PyTorch
2 STGODE Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting 22.99 2021-06-24 📦 square-coder/STGODE
3 STFGNN Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting 22.07 2020-12-15 📦 MengzhangLI/STFGNN 📦 lwm412/STFGNN-Pytorch
4 ADN 📚 Structured Time Series Prediction without Structural Prior 21.62 2022-02-07 📦 radandreicristian/adn
5 PDFormer PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction 19.83 2023-01-19 📦 BUAABIGSCity/PDFormer
6 CorrSTN A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting 19.62 2022-05-20 📦 drownfish19/corrstn 📦 bjtu-ccd-lab/corrstn
7 ADCSD Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting 19.62 2024-01-08 📦 pengxin-guo/adcsd
8 Cy2Mixer Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks 19.45 2024-01-29 📦 leemingo/cy2mixer
9 PM-DMNet(P) Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 19.35 2024-08-12 📦 wengwenchao123/PM-DMNet
10 PM-DMnet(R) Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 19.18 2024-08-12 📦 wengwenchao123/PM-DMNet

All Papers (12)

VeritasYin/STGCN_IJCAI-18 hazdzz/STGCN
square-coder/STGODE
MengzhangLI/STFGNN lwm412/STFGNN-Pytorch
radandreicristian/adn
BUAABIGSCity/PDFormer
drownfish19/corrstn bjtu-ccd-lab/corrstn
pengxin-guo/adcsd
leemingo/cy2mixer
wengwenchao123/PM-DMNet
wengwenchao123/PM-DMNet
xdzhelheim/staeformer
jimmy-7664/std-mae