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Collision Warning on Naturalistic driving datasets (inD, SIND, highD, exiD) noncrash and crash cases

-1.8Median Time to Collision (s)EA
-1.864-1.432-1-0.568Apr 20, 2026

Evaluation results

MethodLinks
EARisk percentile=90th2026.04-1.8——
EARisk percentile=95th2026.04-1.6——
TTC2DRisk percentile=90th2026.04-1.50.320
ACTRisk percentile=90th2026.04-1.30.538
DRAC2DRisk percentile=90th2026.04-1.30.538
MEIRisk percentile=90th2026.04-1.20.650
TTC2DRisk percentile=95th2026.04-1.20.433
EARisk percentile=99th2026.04-1.2——
DRAC2DRisk percentile=95th2026.04-1.10.545
EARisk percentile=99.5th2026.04-1.1——
MEIRisk percentile=95th2026.04-10.660
ACTRisk percentile=95th2026.04-0.90.778
TTCRisk percentile=90th2026.04-0.71.1157
TTCRisk percentile=95th2026.04-0.70.9129
DRAC2DRisk percentile=99th2026.04-0.70.571
MEIRisk percentile=99th2026.04-0.70.571
TTC2DRisk percentile=99th2026.04-0.60.6100
DRAC2DRisk percentile=99.5th2026.04-0.60.583
MEIRisk percentile=99.5th2026.04-0.60.583
DRACRisk percentile=90th2026.04-0.51.3260
ACTRisk percentile=99th2026.04-0.50.7140
TTC2DRisk percentile=99.5th2026.04-0.50.6120
DRACRisk percentile=95th2026.04-0.41.2300
TTCRisk percentile=99th2026.04-0.40.8200
ACTRisk percentile=99.5th2026.04-0.40.7175
DRACRisk percentile=99th2026.04-0.30.9300
TTCRisk percentile=99.5th2026.04-0.30.8267
DRACRisk percentile=99.5th2026.04-0.20.9450