关于
Enhance video analysis workflows with specialized guidance on frame extraction, motion detection, and temporal analysis using libraries like OpenCV. This skill establishes a robust four-phase workflow—from establishing ground truth to handling complex edge cases—ensuring high-accuracy event identification and motion tracking. It prioritizes a visualization-first approach to debugging, offering systematic strategies for parameter tuning and metric validation to avoid common pitfalls like coordinate system confusion or single-video overfitting.