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| import cv2 | |
| import numpy as np | |
| import gradio as gr | |
| def calculate_configuration_space(map_img, robot_img, map_coords, robot_coords): | |
| # Convert coordinates to NumPy arrays | |
| map_coords = np.array(map_coords, dtype=np.float32) | |
| robot_coords = np.array(robot_coords, dtype=np.float32) | |
| # Get the perspective transform for the map image | |
| map_height, map_width = map_img.shape[:2] | |
| dest_map_coords = np.array([[0, 0], [map_width, 0], [map_width, map_height], [0, map_height]], dtype=np.float32) | |
| map_transform = cv2.getPerspectiveTransform(map_coords, dest_map_coords) | |
| map_transformed = cv2.warpPerspective(map_img, map_transform, (map_width, map_height)) | |
| # Get the bounding box of the robot coordinates | |
| robot_rect = cv2.boundingRect(robot_coords) | |
| robot_width, robot_height = robot_rect[2], robot_rect[3] | |
| # Create an empty image for the robot footprint and draw the footprint on it | |
| robot_transformed = np.zeros((robot_height, robot_width), dtype=np.uint8) | |
| cv2.drawContours(robot_transformed, [robot_coords - robot_rect[:2]], -1, 255, -1) | |
| # Dilate the map image by the robot footprint to get the configuration space | |
| configuration_space = cv2.dilate(map_transformed, robot_transformed) | |
| # Invert colors for better visualization | |
| configuration_space = cv2.bitwise_not(configuration_space) | |
| # Convert configuration space back to BGR for displaying | |
| configuration_space_bgr = cv2.cvtColor(configuration_space, cv2.COLOR_GRAY2BGR) | |
| return configuration_space_bgr | |
| def main(map_img, robot_img, map_coords, robot_coords): | |
| result_img = calculate_configuration_space(map_img, robot_img, map_coords, robot_coords) | |
| return result_img | |
| # Define the Gradio interface | |
| iface = gr.Interface( | |
| fn=main, | |
| inputs=[ | |
| gr.Image(type="numpy", label="Map Image"), | |
| gr.Image(type="numpy", label="Robot Footprint Image"), | |
| gr.Textbox(lines=2, placeholder="List of 4 map coordinates (e.g., [[0,0],[1,0],[1,1],[0,1]])", label="Map Coordinates"), | |
| gr.Textbox(lines=2, placeholder="List of robot footprint coordinates (e.g., [[0,0],[1,0],[1,1],[0,1]])", label="Robot Footprint Coordinates") | |
| ], | |
| outputs=gr.Image(type="numpy", label="Configuration Space"), | |
| title="Configuration Space Calculator", | |
| description="Upload a map and a robot footprint with coordinates to calculate the configuration space." | |
| ) | |
| if __name__ == "__main__": | |
| iface.launch() | |