Table 2 Comparison of the congestion classification with existing work.
From: Multi-stage classification of abnormal traffic events using a multi-head + LSTM
First author (year) | Model | Dataset | Accuracy (%) | Precision | Recall | F1-score | AUC |
|---|---|---|---|---|---|---|---|
Syed Ammad Ali Shah (2024)19 | Random forest, | Caltrans PeMS | 93.33 | 93.34 | 93.33 | N/A | 0.99 |
Zhi liu (2023)20 | Spatio-temporal variational graph auto-encoders | pems 8 | 96 | 0.95 | 93 | 94.4 | 0.62 |
Norman Bereczki18 | xgb | Simulation dataset | 0.9 | 0.84 | 0.88 | 0.86 | 0.96 |
Proposed Work | Multi-head + LSTM | PeMS + weather | 94.84 | 95 | 95 | 95 | 98.41 |
