Unsupervised Traffic Accident Detection in First-Person Videos

2 Mar 2019Yu YaoMingze XuYuchen WangDavid J. CrandallElla M. Atkins

Recognizing abnormal events such as traffic violations and accidents in natural driving scenes is essential for successful autonomous driving and advanced driver assistance systems. However, most work on video anomaly detection suffers from two crucial drawbacks... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Traffic Accident Detection A3D FOL-MaxSTD (pred only) AUC 60.1 # 1
Traffic Accident Detection SA FOL-MaxSTD (pred only) AUC 55.6 # 1

Methods used in the Paper


METHOD TYPE
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