Mainstream: Dynamic Stem-Sharing for Multi-Tenant Video Processing

Mainstream is a new video analysis system that jointly adapts concurrent applications sharing fixed edge resources to maximize aggregate result quality and improves mean event detection F1-scores by up to 47% relative to a static approach of retraining only the last DNN layer and sharing all others.