|
| 1 | +""" |
| 2 | +HSV Filter Tool |
| 3 | + |
| 4 | +This module allows the user to interactively select an HSV color range |
| 5 | +from an image using trackbars and outputs the selected HSV values. |
| 6 | + |
| 7 | +Dependencies: |
| 8 | +- OpenCV (cv2) |
| 9 | +- NumPy |
| 10 | + |
| 11 | +Usage: |
| 12 | +1. Set `IMAGE_PATH` to your image file. |
| 13 | +2. Run the script. |
| 14 | +3. Adjust the trackbars to select the desired HSV range. |
| 15 | +4. Press Enter to print the HSV lower and upper bounds. |
| 16 | +""" |
| 17 | + |
| 18 | +import cv2 |
| 19 | +import numpy as np |
| 20 | + |
| 21 | +IMAGE_PATH = r"C:\Users\username\New folder\your_image.png" |
| 22 | + |
| 23 | + |
| 24 | +def load_image(path: str) -> np.ndarray: |
| 25 | + """ |
| 26 | + Load an image from the specified path. |
| 27 | + |
| 28 | + Parameters |
| 29 | + ---------- |
| 30 | + path : str |
| 31 | + Path to the image file. |
| 32 | + |
| 33 | + Returns |
| 34 | + ------- |
| 35 | + np.ndarray |
| 36 | + Loaded BGR image. |
| 37 | + |
| 38 | + Raises |
| 39 | + ------ |
| 40 | + FileNotFoundError |
| 41 | + If the image cannot be loaded. |
| 42 | + """ |
| 43 | + image = cv2.imread(path) |
| 44 | + if image is None: |
| 45 | + raise FileNotFoundError(f"Failed to load image at path: {path}") |
| 46 | + return image |
| 47 | + |
| 48 | + |
| 49 | +def create_hsv_trackbars(window_name: str) -> None: |
| 50 | + """ |
| 51 | + Create HSV trackbars for filtering. |
| 52 | + |
| 53 | + Parameters |
| 54 | + ---------- |
| 55 | + window_name : str |
| 56 | + Name of the OpenCV window. |
| 57 | + """ |
| 58 | + cv2.createTrackbar("H Lower", window_name, 0, 179, lambda x: None) |
| 59 | + cv2.createTrackbar("S Lower", window_name, 0, 255, lambda x: None) |
| 60 | + cv2.createTrackbar("V Lower", window_name, 0, 255, lambda x: None) |
| 61 | + cv2.createTrackbar("H Upper", window_name, 179, 179, lambda x: None) |
| 62 | + cv2.createTrackbar("S Upper", window_name, 255, 255, lambda x: None) |
| 63 | + cv2.createTrackbar("V Upper", window_name, 255, 255, lambda x: None) |
| 64 | + |
| 65 | + |
| 66 | +def get_hsv_bounds(window_name: str) -> tuple[np.ndarray, np.ndarray]: |
| 67 | + """ |
| 68 | + Read the HSV lower and upper bounds from the trackbars. |
| 69 | + |
| 70 | + Parameters |
| 71 | + ---------- |
| 72 | + window_name : str |
| 73 | + Name of the OpenCV window. |
| 74 | + |
| 75 | + Returns |
| 76 | + ------- |
| 77 | + tuple[np.ndarray, np.ndarray] |
| 78 | + Lower and upper HSV bounds as NumPy arrays. |
| 79 | + """ |
| 80 | + lower_bound = np.array([ |
| 81 | + cv2.getTrackbarPos("H Lower", window_name), |
| 82 | + cv2.getTrackbarPos("S Lower", window_name), |
| 83 | + cv2.getTrackbarPos("V Lower", window_name), |
| 84 | + ]) |
| 85 | + upper_bound = np.array([ |
| 86 | + cv2.getTrackbarPos("H Upper", window_name), |
| 87 | + cv2.getTrackbarPos("S Upper", window_name), |
| 88 | + cv2.getTrackbarPos("V Upper", window_name), |
| 89 | + ]) |
| 90 | + return lower_bound, upper_bound |
| 91 | + |
| 92 | + |
| 93 | +def main() -> None: |
| 94 | + """ |
| 95 | + Main function to run the HSV filter tool. |
| 96 | + |
| 97 | + Opens the image, creates trackbars, shows filtered results, |
| 98 | + and prints the final HSV bounds when Enter is pressed. |
| 99 | + """ |
| 100 | + try: |
| 101 | + image = load_image(IMAGE_PATH) |
| 102 | + except FileNotFoundError as e: |
| 103 | + print(e) |
| 104 | + return |
| 105 | + |
| 106 | + window_name = "HSV Filter" |
| 107 | + cv2.namedWindow(window_name) |
| 108 | + create_hsv_trackbars(window_name) |
| 109 | + |
| 110 | + while True: |
| 111 | + hsv_image = cv2.cvtColor(image, cv2.COLOR_BGR2HSV) |
| 112 | + |
| 113 | + lower, upper = get_hsv_bounds(window_name) |
| 114 | + |
| 115 | + mask = cv2.inRange(hsv_image, lower, upper) |
| 116 | + filtered_result = cv2.bitwise_and(image, image, mask=mask) |
| 117 | + |
| 118 | + cv2.imshow("Original", image) |
| 119 | + cv2.imshow("Filtered", filtered_result) |
| 120 | + |
| 121 | + key = cv2.waitKey(1) & 0xFF |
| 122 | + if key == 13: # Enter key |
| 123 | + print(f"HSV Range (Lower): {lower}") |
| 124 | + print(f"HSV Range (Upper): {upper}") |
| 125 | + print( |
| 126 | + f"CSV Format: {lower[0]},{lower[1]},{lower[2]}," |
| 127 | + f"{upper[0]},{upper[1]},{upper[2]}" |
| 128 | + ) |
| 129 | + break |
| 130 | + |
| 131 | + cv2.destroyAllWindows() |
| 132 | + |
| 133 | + |
| 134 | +if __name__ == "__main__": |
| 135 | + main() |
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