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SotA/Time Series/Traffic Prediction

Traffic Prediction

102 benchmarks375 papers

Traffic Prediction is a task that involves forecasting traffic conditions, such as the volume of vehicles and travel time, in a specific area or along a particular road. This task is important for optimizing transportation systems and reducing traffic congestion.

<span style="color:grey; opacity: 0.6">( Image credit: BaiduTraffic )</span>

Benchmarks

Traffic Prediction on METR-LA

MAE @ 12 stepMAE @ 3 step12 steps MAE12 steps MAPE12 steps RMSE

Traffic Prediction on PeMS07

MAE@1h

Traffic Prediction on PEMS-BAY

MAE @ 12 stepRMSE RMSE

Traffic Prediction on PeMSD4

12 steps MAE12 steps RMSE12 steps MAPE

Traffic Prediction on PeMSD8

12 steps MAE12 steps RMSE12 steps MAPEMAE@1h

Traffic Prediction on PeMS08

MAE@1hFLOPs(M)MAEParameters(K)RMSEMAPE

Traffic Prediction on PeMS04

12 Steps MAEFLOPs(M)MAEParameters(K)RMSEMAPE

Traffic Prediction on EXPY-TKY

1 step MAE3 step MAE6 step MAE

Traffic Prediction on PeMSD7

12 steps MAE12 steps MAPE12 steps RMSE

Traffic Prediction on PeMSD7(M)

12 steps MAE12 steps MAPE12 steps RMSE

Traffic Prediction on LargeST

SD MAEGBA MAEGLA MAECA MAE

Traffic Prediction on NE-BJ

12 steps MAE

Traffic Prediction on PeMSD3

12 steps MAE12 steps MAPE12 steps RMSE

Traffic Prediction on PeMSD7(L)

12 steps MAE12 steps MAPE12 steps RMSE

Traffic Prediction on BJTaxi

MAE @ inMAE @ outMAPE (%) @ inMAPE (%) @ out

Traffic Prediction on NYCTaxi

MAE @ inMAE @ outMAPE (%) @ inMAPE (%) @ out

Traffic Prediction on PeMS-M

MAE (60 min)

Traffic Prediction on SZ-Taxi

MAE @ 15minMAE @ 30minMAE @ 45minMAE @ 60min

Traffic Prediction on NYCBike1

MAE @ inMAE @ outMAPE (%) @ inMAPE (%) @ out

Traffic Prediction on NYCBike2

MAE @ inMAE @ outMAPE (%) @ inMAPE (%) @ out

Traffic Prediction on METR-LA Point Missing

MAE

Traffic Prediction on PEMS-BAY Point Missing

MAE

Traffic Prediction on Beijing Traffic

MAE

Traffic Prediction on HZME(inflow)

MAE@1h

Traffic Prediction on HZME(outflow)

MAE@1h

Traffic Prediction on PeMSD4 (10 days' training data, 15min)

MAEMAPERMSE

Traffic Prediction on PeMSD4 (10 days' training data, 30min)

MAEMAPERMSE

Traffic Prediction on PeMSD4 (10 days' training data, 60min)

MAEMAPERMSE

Traffic Prediction on PeMSD7 (10 days' training data, 15min)

MAEMAPERMSE

Traffic Prediction on PeMSD7 (10 days' training data, 30min)

MAEMAPERMSE

Traffic Prediction on PeMSD7 (10 days' training data, 60min)

MAEMAPERMSE

Traffic Prediction on PeMSD8 (10 days' training data, 15min)

MAEMAPERMSE

Traffic Prediction on PeMSD8 (10 days' training data, 30min)

MAEMAPERMSE

Traffic Prediction on PeMSD8 (10 days' training data, 60min)

MAEMAPERMSE

Traffic Prediction on Q-Traffic

MAPE