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https://github.com/kristoferssolo/Traffic-Light-Detector.git
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IT'S ALIVE
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src/__init__.py
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src/__init__.py
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src/detect.py
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src/detect.py
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import cv2
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import numpy as np
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from loguru import logger
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from paths import IMAGES_OUT_PATH
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from pathlib import Path
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@logger.catch
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class Color:
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def __init__(self, name: str, lower: tuple[int, int, int], upper: tuple[int, int, int], hsv: cv2.cvtColor, minDist: int, param2: int) -> None:
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self.name: str = name
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self.lower: tuple[int, int, int] = lower
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self.upper: tuple[int, int, int] = upper
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self.mask = cv2.inRange(hsv, self.lower, self.upper)
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self.circle = cv2.HoughCircles(self.mask, cv2.HOUGH_GRADIENT, 1, minDist=minDist, param1=50, param2=param2, minRadius=0, maxRadius=30)
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if self.circle is not None:
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self.circle = np.uint16(np.around(self.circle))
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@logger.catch
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class TrafficLightDetector:
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FONT = cv2.FONT_HERSHEY_SIMPLEX
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RADIUS = 5
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BOUNDARY = 4 / 10
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def __init__(self, path: Path) -> None:
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self.path = path
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self.image = cv2.imread(str(self.path))
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self.image_copy = self.image
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self.size = self.image.shape
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# self.red1 = Color("RED", (0, 100, 100), (10, 255, 255))
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hsv = cv2.cvtColor(self.image, cv2.COLOR_BGR2HSV)
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self.red = Color("RED", (160, 100, 100), (180, 255, 255), hsv, minDist=80, param2=10)
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self.yellow = Color("YELLOW", (15, 150, 150), (35, 255, 255), hsv, minDist=60, param2=10)
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self.green = Color("GREEN", (40, 50, 50), (90, 255, 255), hsv, minDist=30, param2=5)
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self.colors = [self.red, self.yellow, self.green]
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def draw_circle(self) -> None:
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for color in self.colors:
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if color.circle is not None:
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for i in color.circle[0, :]:
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logger.debug(f"{i = }")
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if i[0] > self.size[1] or i[1] > self.size[0] or i[1] > self.size[0] * self.BOUNDARY:
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continue
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h, s = 0, 0
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for inner_radius in range(-self.RADIUS, self.RADIUS):
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for outter_radius in range(-self.RADIUS, self.RADIUS):
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if (i[1] + inner_radius) >= self.size[0] or (i[0] + outter_radius) >= self.size[1]:
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continue
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h += color.mask[i[1] + inner_radius, i[0] + outter_radius]
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s += 1
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if h / s > 100:
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cv2.circle(self.image_copy, (i[0], i[1]), i[2] + 10, (0, 255, 0), 2)
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cv2.circle(color.mask, (i[0], i[1]), i[2] + 30, (255, 255, 255), 2)
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cv2.putText(self.image_copy, color.name, (i[0], i[1]), self.FONT, 1, (255, 0, 0), 2, cv2.LINE_AA)
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self._save_image()
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def _save_image(self) -> None:
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cv2.imwrite(str(IMAGES_OUT_PATH.joinpath(self.path.name)), self.image_copy)
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src/paths.py
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src/paths.py
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from pathlib import Path
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from shutil import rmtree
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from loguru import logger
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BASE_PATH = Path(__file__).resolve().parent.parent
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LOGS_PATH = BASE_PATH.joinpath(".logs")
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ASSETS_PATH = BASE_PATH.joinpath("assets")
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IMAGES_IN_PATH = ASSETS_PATH.joinpath("images_in")
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IMAGES_OUT_PATH = ASSETS_PATH.joinpath("images_out")
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PATHS = (LOGS_PATH, IMAGES_IN_PATH, IMAGES_OUT_PATH)
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log_level = "DEBUG" if BASE_PATH.joinpath("debug").exists() else "INFO"
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# Set up logging
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logger.add(LOGS_PATH.joinpath("detection.log"), format="{time} | {level} | {message}", level=log_level, rotation="1 MB", compression="zip")
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@logger.catch
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def create_dirs(fresh: bool = False) -> None:
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if fresh:
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rmtree(ASSETS_PATH)
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rmtree(LOGS_PATH)
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create_dirs()
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logger.info("Deleted all dirs")
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else:
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for path in PATHS:
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if not path.exists():
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path.mkdir(parents=True, exist_ok=True)
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logger.info(f"Created directory {path}")
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src/py.typed
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src/py.typed
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