# TernScope: Model-Hardware Co-Design for Efficient Ternary Endoscopic Segmentation > Source: > Published: 2026-11-02 07:30:23+00:00 Edge medical segmentation must reconcile small model size, high accuracy, and fast inference. TernScope addresses this tradeoff through model--hardware co-design, learning a compact segmentation network whose low-bit operators also simplify hardware execution. Split-channel large-kernel blocks prese