DIALER: A Case for Improving Rare-Class Accuracy in Retraining-Free Edge Video Analytics

Dongyoon Ryu, Sungho Jeon, Xinyue Ma +4

Edge video analytics with lightweight models is prone to accuracy degradation due to persistent distributional shifts in live video streams. While continuous learning (CL) addresse…