calibrare
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@@ -13,5 +13,15 @@
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"path": "logs/fires/20260417_210441_ss.png",
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"expected": "light_red",
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"note": "fire phase (missed live alert)"
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},
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{
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"path": "logs/fires/20260420_210649_ss.png",
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"expected": "dark_red",
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"note": "fused-blob regression: rightmost dark_red missed because erosion failed to separate adjacent fused dots; centroid landed on interior gray dot"
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},
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{
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"path": "logs/fires/20260420_200603_poll.png",
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"expected": "dark_green",
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"note": "fused-blob regression: rightmost dark_green missed for the same reason as the 21:06:49 dark_red sample"
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}
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]
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@@ -122,8 +122,19 @@ def find_rightmost_dot(
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best_idx = i
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if best_idx is None:
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return None
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cx, cy = centroids[best_idx]
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return (int(cx), int(cy))
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# When erosion fails to sever anti-aliased bridges between adjacent dots
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# (common on long, dense dot rows), the "rightmost" component spans
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# several fused dots and its centroid lands on an interior dot — wrong
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# colour. Detect fused blobs by width and anchor to the right edge
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# instead; small isolated dots still use the centroid.
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comp_w = int(stats[best_idx, cv2.CC_STAT_WIDTH])
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right_edge = int(stats[best_idx, cv2.CC_STAT_LEFT]) + comp_w - 1
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if comp_w > 12:
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cx = max(right_edge - 2, 0)
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else:
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cx = int(centroids[best_idx][0])
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cy = int(centroids[best_idx][1])
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return (cx, cy)
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def pixel_rgb(roi_img: np.ndarray, x: int, y: int, box: int = 3) -> tuple[int, int, int]:
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@@ -196,3 +196,111 @@ def test_rolling_window() -> None:
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assert len(det.rolling) <= 20
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assert len(det.rolling) == 20
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# ---------------------------------------------------------------------------
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# Fused-blob regression: anti-aliased bridges merge adjacent dots into one
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# connected component. The rightmost component's centroid then lands on an
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# interior dot (wrong colour). find_rightmost_dot must anchor to the right
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# edge for wide blobs so the truly-rightmost dot is sampled.
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# See vision.find_rightmost_dot and logs/fires/20260420_210649_ss.png.
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# ---------------------------------------------------------------------------
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def _make_fused_stripe_frame(
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gray_segments: int,
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tail_bgr: tuple[int, int, int],
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seg_w: int = 13,
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stripe_h: int = 13,
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) -> np.ndarray:
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"""Continuous multi-colour stripe: N gray segments + one tail-colour segment.
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Survives 2-iter erosion as a single component — exactly the failure mode on
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real screenshots where anti-aliased bridges fuse the whole dot row into one
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component. Centroid lands on an interior gray segment; the right edge lies
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inside the tail colour.
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"""
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frame = np.full((100, 300, 3), BG_VAL, dtype=np.uint8)
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y0 = DOT_ROI.y + (DOT_ROI.h - stripe_h) // 2
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x0 = DOT_ROI.x + 40
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gray_bgr = (128, 128, 128)
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for i in range(gray_segments):
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xs = x0 + i * seg_w
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frame[y0:y0 + stripe_h, xs:xs + seg_w] = gray_bgr
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xs = x0 + gray_segments * seg_w
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frame[y0:y0 + stripe_h, xs:xs + seg_w] = tail_bgr
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return frame
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@pytest.mark.parametrize(
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("screenshot", "expected"),
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[
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("logs/fires/20260420_210649_ss.png", "dark_red"),
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("logs/fires/20260420_200603_poll.png", "dark_green"),
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],
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)
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def test_real_screenshot_rightmost_dot(screenshot: str, expected: str) -> None:
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"""Regression on live-capture frames where fused blobs hid the rightmost dot.
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2026-04-20 live session missed both a dark_red (21:06:49) and a dark_green
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(20:06:03) because find_rightmost_dot returned the centroid of a multi-dot
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fused component. Skips cleanly if the sample PNG is not checked out locally
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(logs/fires/ is gitignored).
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"""
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import cv2
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from pathlib import Path
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from atm.config import ROI
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from atm.vision import classify_pixel, crop_roi, find_rightmost_dot, pixel_rgb
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path = Path(screenshot)
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if not path.exists():
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pytest.skip(f"sample not available: {path}")
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frame = cv2.imread(str(path))
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assert frame is not None
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# Matches configs/2026-04-18-1220.toml dot_roi — the live config that missed
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# these alerts.
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roi = ROI(x=0, y=712, w=1796, h=35)
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crop = crop_roi(frame, roi)
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dot = find_rightmost_dot(crop, bg_rgb=(0, 0, 0), bg_tol=25.0)
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assert dot is not None, "rightmost dot must be found"
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rgb = pixel_rgb(crop, *dot)
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palette = {
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"turquoise": ((0, 153, 153), 60.0),
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"yellow": ((153, 153, 0), 60.0),
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"dark_green": ((0, 122, 0), 60.0),
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"dark_red": ((128, 0, 0), 60.0),
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"light_green": ((0, 171, 0), 60.0),
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"light_red": ((171, 0, 0), 60.0),
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"gray": ((128, 128, 128), 60.0),
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}
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match = classify_pixel(rgb, palette)
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assert match.name == expected, (
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f"{path.name}: expected {expected}, got {match.name} at {dot} RGB={rgb}"
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)
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def test_fused_blob_samples_rightmost_dot() -> None:
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"""Fused multi-colour stripe must classify the rightmost colour, not the
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centroid colour. Pre-fix the centroid fell on an interior gray segment
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on real screenshots (2026-04-20 dark_red/dark_green misses)."""
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dark_red_bgr = (0, 0, 100) # BGR for dark_red RGB=(100,0,0)
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frame = _make_fused_stripe_frame(gray_segments=7, tail_bgr=dark_red_bgr)
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cfg = _make_cfg()
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from atm.config import ColorSpec
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cfg.colors["gray"] = ColorSpec(rgb=(128, 128, 128), tolerance=30.0)
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cfg.colors["dark_red"] = ColorSpec(rgb=(100, 0, 0), tolerance=30.0)
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det = Detector(cfg, capture=lambda: frame)
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r = det.step(0.0)
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assert r.dot_found is True
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assert r.match is not None
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assert r.match.name == "dark_red", (
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f"expected dark_red (rightmost segment), got {r.match.name} at "
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f"{r.dot_pos_abs} RGB={r.rgb} — centroid regression"
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)
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