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Traffic Signal Control on Massy, France unseen emergency vehicle priority scenarios

47.32EMV Travel TimeVLMLight
46.268853.364460.4667.5556May 28, 2026

Evaluation results

MethodLinks
VLMLightCategory=VLM-based2026.0547.322.04
ReasonLightCategory=VLM-based2026.0549.22.53
Vanilla-VLMCategory=VLM-based2026.0553.013.52
IntelliLightCategory=RL-based2026.0557.57.67
RL BackboneCategory=RL-based2026.0558.0812.27
CCDACategory=RL-based2026.0558.87.2
UniTSACategory=RL-based2026.0564.99.81
WebsterCategory=Rule-based2026.0565.219.8
MaxPressureCategory=Rule-based2026.0572.422.4
FixTimeCategory=Rule-based2026.0573.627.8