make_figures.py gains the DE-landscape, calibration, and per-film leave-one-out holdout figures used by the experiment log. regen_frame_examples.sh replays all nine films with the shipped learned-boundary flood config and draws GT-aware TP/FP/FN frames, so every annotated image in the docs is reproducible.