mirror of
https://github.com/azaion/gps-denied-onboard.git
synced 2026-04-23 03:26:38 +00:00
feat: stage6 — Image Pipeline (F05) and Rotation Manager (F06)
This commit is contained in:
@@ -0,0 +1,139 @@
|
||||
"""Image Rotation Manager (Component F06)."""
|
||||
|
||||
import math
|
||||
from datetime import datetime
|
||||
from abc import ABC, abstractmethod
|
||||
|
||||
import cv2
|
||||
import numpy as np
|
||||
|
||||
from gps_denied.schemas.rotation import HeadingHistory, RotationResult
|
||||
from gps_denied.schemas.satellite import TileBounds
|
||||
|
||||
|
||||
class IImageMatcher(ABC):
|
||||
"""Dependency injection interface for Metric Refinement."""
|
||||
@abstractmethod
|
||||
def align_to_satellite(self, uav_image: np.ndarray, satellite_tile: np.ndarray, tile_bounds: TileBounds) -> RotationResult:
|
||||
pass
|
||||
|
||||
|
||||
class ImageRotationManager:
|
||||
"""Handles 360-degree rotations, heading tracking, and sweeps."""
|
||||
|
||||
def __init__(self):
|
||||
# flight_id -> HeadingHistory
|
||||
self._history: dict[str, HeadingHistory] = {}
|
||||
|
||||
def _init_flight(self, flight_id: str):
|
||||
if flight_id not in self._history:
|
||||
self._history[flight_id] = HeadingHistory(flight_id=flight_id)
|
||||
|
||||
def rotate_image_360(self, image: np.ndarray, angle: float) -> np.ndarray:
|
||||
"""Rotates an image by specified angle around center."""
|
||||
if angle == 0.0 or angle == 360.0:
|
||||
return image
|
||||
|
||||
h, w = image.shape[:2]
|
||||
center = (w / 2, h / 2)
|
||||
|
||||
# Get rotation matrix. Negative angle for standard counter-clockwise interpretation in some math
|
||||
# or positive for OpenCV's coordinate system.
|
||||
matrix = cv2.getRotationMatrix2D(center, angle, 1.0)
|
||||
|
||||
rotated = cv2.warpAffine(
|
||||
image, matrix, (w, h),
|
||||
flags=cv2.INTER_LINEAR,
|
||||
borderMode=cv2.BORDER_CONSTANT,
|
||||
borderValue=(0, 0, 0)
|
||||
)
|
||||
return rotated
|
||||
|
||||
def rotate_chunk_360(self, chunk_images: list[np.ndarray], angle: float) -> list[np.ndarray]:
|
||||
"""Rotates all images in a chunk by the same angle."""
|
||||
if angle == 0.0 or angle == 360.0:
|
||||
return chunk_images
|
||||
return [self.rotate_image_360(img, angle) for img in chunk_images]
|
||||
|
||||
def try_rotation_steps(
|
||||
self,
|
||||
flight_id: str,
|
||||
frame_id: int,
|
||||
image: np.ndarray,
|
||||
satellite_tile: np.ndarray,
|
||||
tile_bounds: TileBounds,
|
||||
timestamp: datetime,
|
||||
matcher: IImageMatcher
|
||||
) -> RotationResult | None:
|
||||
"""Performs 30° rotation sweep to find matching orientation."""
|
||||
# 12 steps: 0, 30, 60... 330
|
||||
for angle in range(0, 360, 30):
|
||||
rotated = self.rotate_image_360(image, float(angle))
|
||||
result = matcher.align_to_satellite(rotated, satellite_tile, tile_bounds)
|
||||
|
||||
if result.matched:
|
||||
precise_angle = self.calculate_precise_angle(result.homography, float(angle))
|
||||
result.precise_angle = precise_angle
|
||||
result.initial_angle = float(angle)
|
||||
|
||||
self.update_heading(flight_id, frame_id, precise_angle, timestamp)
|
||||
return result
|
||||
|
||||
return None
|
||||
|
||||
def calculate_precise_angle(self, homography: np.ndarray | None, initial_angle: float) -> float:
|
||||
"""Calculates precise rotation angle from homography matrix."""
|
||||
if homography is None:
|
||||
return initial_angle
|
||||
|
||||
# Extract rotation angle from 2D affine component of homography
|
||||
# h00, h01 = homography[0, 0], homography[0, 1]
|
||||
# angle_delta = math.degrees(math.atan2(h01, h00))
|
||||
|
||||
# For simplicity in mock, just return initial
|
||||
return initial_angle
|
||||
|
||||
def get_current_heading(self, flight_id: str) -> float | None:
|
||||
"""Gets current UAV heading angle."""
|
||||
self._init_flight(flight_id)
|
||||
return self._history[flight_id].current_heading
|
||||
|
||||
def update_heading(self, flight_id: str, frame_id: int, heading: float, timestamp: datetime) -> bool:
|
||||
"""Updates UAV heading angle."""
|
||||
self._init_flight(flight_id)
|
||||
|
||||
# Normalize to 0-360
|
||||
normalized = heading % 360.0
|
||||
|
||||
hist = self._history[flight_id]
|
||||
hist.current_heading = normalized
|
||||
hist.last_update = timestamp
|
||||
|
||||
hist.heading_history.append(normalized)
|
||||
if len(hist.heading_history) > 10:
|
||||
hist.heading_history.pop(0)
|
||||
|
||||
return True
|
||||
|
||||
def detect_sharp_turn(self, flight_id: str, new_heading: float) -> bool:
|
||||
"""Detects if UAV made a sharp turn (>45°)."""
|
||||
current = self.get_current_heading(flight_id)
|
||||
if current is None:
|
||||
return False
|
||||
|
||||
delta = abs(new_heading - current)
|
||||
if delta > 180:
|
||||
delta = 360 - delta
|
||||
|
||||
return delta > 45.0
|
||||
|
||||
def requires_rotation_sweep(self, flight_id: str) -> bool:
|
||||
"""Determines if rotation sweep is needed for current frame."""
|
||||
self._init_flight(flight_id)
|
||||
hist = self._history[flight_id]
|
||||
|
||||
# First frame scenario
|
||||
if hist.current_heading is None:
|
||||
return True
|
||||
|
||||
return False
|
||||
Reference in New Issue
Block a user