Reads a screenshot of the in-game map table and recovers where on the board
it is looking. The scene is a flat table under a perspective camera, so a
single homography describes grid<->screen exactly; that is fitted from line
evidence (LSD segments, vanishing-point RANSAC, 1-D lattice fits).
Line evidence alone cannot finish the job: the 1km cells and the 100m
subgrid are locally identical, so it fixes neither scale, axis assignment,
axis direction nor phase. Those come from the cell labels -- and the labels
are never *detected*, they are correlated where the grid says they must be
(9% in from a cell's left edge, 6% down from its top). Blob detection on
aerial-photo terrain finds texture, not glyphs; correlating a known template
at a known place has no such failure mode. The same score then ranks the
geometry hypotheses, since a wrong lattice puts the crop where no label is,
so one number resolves scale, axis assignment, direction, phase and anchor
together.
Markers are found by hostile/friendly colour plus an IoU test against an
ideal inscribed diamond, which cut a red-lit shot from 43 false positives to
2 while preserving every hand-verified count. Unit-type classification is
present but not yet reliable, and returns unknown rather than guessing.
Measured over the fixture set: 7 of 10 solve, each with 100% of its
ground-truth points in the correct cell (85/112 overall), residual spread
0.005-0.033 cells. The other three reject cleanly; none has ever produced a
plausible-but-wrong grid. Across 122 typewriter screenshots solve() accepted
none, which is what makes clipboard routing safe.
Fixtures: 10 map shots with hand-transcribed ground truth, plus 10
typewriter shots spanning 262-5366px for routing and future OCR tests. Map
shots wider than 2400px (the pipeline's own maximum working width) were
downscaled with their coordinates rescaled to match; re-measured afterwards,
the results are identical. Typewriter shots stay at native resolution
because OCR needs the text legible.
Drops docs/map_vision_plan.md and its WIP prototype: the design now lives in
the module docstring, next to the code it describes.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Same style fix applied to the README earlier, extended everywhere:
replaced " -- " with commas/colons/periods (picking whichever reads
right per occurrence, splitting into two sentences where the clauses
were independent), fixed a few user-facing strings along the way
(entity list rows, placement/strike toasts, ambiguous-candidate tag,
shell picker button label). Left three intentional non-prose uses
alone: the "unassigned" dash glyph in firing_panel.py (and its
docstring diagram), and ocr.py's dash-variant regex character class,
which needs to literally match em/en-dashes in OCR'd text.
Also caught and fixed a stale models.py docstring claiming "no solver
yet" (solver.py has existed for a while) while touching that
paragraph anyway, and a formatting artifact in coord_dialog.py's
docstring left by the sed pass (misaligned comma from a since-removed
alignment gap).
Verified: py_compile across all files, the 9-screenshot OCR
regression sweep, and a GTK smoke test exercising the edited
toast/placement code paths.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
GTK4/libadwaita desktop helper for IRON NEST: Heavy Turret Simulator.
Reads clipboard screenshots of the game's typewriter orders via Tesseract
OCR, parses absolute/relative entity positions, geometrically resolves
relative bearing/distance clues into map coordinates, and provides a
firing-commands sidebar with real ballistics (elevation/azimuth/powder
charge). Screen-reading only — no game files touched, no input injected.
- models.py: Board/Nest/Spotter/ReferencePoint/Target data model
- ocr.py: Tesseract preprocessing + typewriter-text parsing
- solver.py: bearing/distance geometric resolution (4 solvable shapes)
plus position-based dedup for generic contacts later identified more
specifically at the same resolved coord
- ballistics.py / shells.py: elevation/azimuth/charge math, shell types
- grid_widget.py: interactive map canvas (hidden entities and,
optionally, dead targets are excluded from the map view entirely
unless selected)
- firing_panel.py: drag-reorderable firing-command sidebar
- app.py: main window wiring it all together
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>