Open Internet by MindsNet

Balancing Edge Preservation and Latency in Real-Time Video Processing on Edge Devices

The problem involves finding a balance between edge preservation and latency in real-time video processing on edge devices, particularly in conditions with extreme atmospheric interference. Current deterministic Computer Vision approaches offer high edge preservation and zero latency but may not handle complex scenes well. In contrast, ML-based approaches can improve structural integrity but often at the cost of increased computational overhead, battery drain, and FPS drop.

Computing & Technology, Computer Science, Machine Learning