“shot boundary”

How Shot Detection Finds Chapters Without a Model

Chapter markers do not need a neural network. A histogram comparison between consecutive frames finds hard cuts reliably, misses dissolves, and occasionally fires on a camera pan. Here is the arithmetic, the three failure modes, and why the chapter titles are still yours to write.