Abstract: Lip segmentation plays a crucial role in various domains, such as lip synchronization, lip-reading, and diagnostics. However, the effectiveness of supervised lip segmentation is constrained ...

Core Objective: Treat every abstraction as a potential cost. Prioritize mechanical sympathy, cache alignment, zero-allocation hot paths, kernel-boundary optimization, and compiler-friendly structures.