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…hat changed Existing diffs return raw pixel regions or a11y-element diffs; the gap is 'given a frame diff and a list of element boxes, which of those changed?'. localize_changes diffs reference vs current and scores each element box by its mean per-pixel change; rank_changes is the pure ranker (changed when score >= threshold, sorted most-changed first). cv2/numpy lazy.
…ize-batch Add change_localize: attribute a screen change to the element boxes that changed
Set-of-Marks/element proposers return boxes but not what each box is;
form_fields.checkbox_state reads a box already known to be a checkbox.
box_features extracts {aspect, fill, edge_density, circularity};
classify_widget is the pure heuristic classifier (round->radio,
wide-rounded->toggle, square-sparse->checkbox, wide-hollow->text_field,
wide-filled->button, else icon); classify_icon composes them. cv2 lazy.
…y-batch Add icon_classify: classify a widget from its pixel shape
Set-of-Marks/observation/grounding assume you already have element boxes, but a game/custom-drawn app/remote desktop has no accessibility tree. propose_elements builds the top-of-funnel list from pixels: widget blobs (Canny+morphology+connected_boxes) + text regions, fused via element_parse (ocr>icon priority is the drop-widget-that-is-really-text cross-check), reading-ordered and tagged text/widget. tag_kinds is the pure labeller.
…osal-batch Add element_proposal: propose a clean element list from raw pixels
Up to standards ✅🟢 Issues
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| Metric | Results |
|---|---|
| Complexity | 89 |
| Duplication | 0 |
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Release — ROUND-15 perception lane (part 2, lane COMPLETE)
Three new headless features completing the perception lane (7/7). Each has a pure / injectable-seam core, full 5-layer wiring, headless tests, and EN/Zh docs; all merged to dev CI-green first try.
change_localize(Add change_localize: attribute a screen change to the element boxes that changed #447):localize_changes/rank_changes— attribute a frame diff to which element boxes changed (the gap between raw pixel-region diffs and a11y-element diffs). cv2 lazy; ranker pure.icon_classify(Add icon_classify: classify a widget from its pixel shape #448):box_features/classify_widget/classify_icon— type a box (checkbox/radio/button/text_field/toggle/icon) from geometric features. Classifier pure; cv2 lazy.element_proposal(Add element_proposal: propose a clean element list from raw pixels #449):propose_elements/tag_kinds— template-free top-of-funnel element list from pixels (widget blobs + text regions fused with the ocr>icon cross-check, reading-ordered). Reuses text_regions/element_parse/connected_boxes; cv2 lazy.Perception lane now COMPLETE: cvd_simulate, marks_layout, contrast_map, theme_normalize, change_localize, icon_classify, element_proposal. Package stays Qt-free; all logic tested without a screen via pure cores + per-function importorskip for the cv2 paths.