Video Analytics Pipeline

Video analytics pipelines process video data to extract meaningful information, aiming for efficient and accurate real-time analysis. Current research focuses on optimizing various pipeline stages, including efficient bandwidth management for multi-stream processing, improving model accuracy through adaptive camera configurations and opportunistic resource allocation, and developing novel compression techniques informed by the analytics task itself. These advancements are crucial for enabling scalable and resource-efficient video analytics across diverse applications like surveillance, autonomous driving, and social media monitoring.